{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <center>Kaggle赛题 - 美国埃姆斯市房价预测</center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 赛题介绍"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "美国埃姆斯市房价预测赛题在kaggle上被归类为getting start级别，属于入门级的比赛项目。它的比赛任务比较简单，就是要求参赛者根据房屋的不同特征，比如是否有地下室，是否有游泳池，房屋占地面积等，来预测房价，属于回归类任务。\n",
    "\n",
    "相关数据集由官方提供，可直接在官网上下载。它有`train.csv`和`test.csv`两个文件，分别表示训练集和测试集，总共包含80个不同特征。比如：\n",
    "\n",
    "- SalePrice 房价，目标变量\n",
    "- MSSubclass 住宅类型\n",
    "- MSZoning 区域分类\n",
    "- Utilities 可利用的公共资源类型\n",
    "- LandSlope 坡度\n",
    "- OverallCond 房屋总体状况评分\n",
    "- YearBuilt 房屋建造年份\n",
    "- RoofStyle 屋顶类型\n",
    "- RoofMatl 屋顶材质\n",
    "\n",
    "其他特征的相关描述可查看官方提供的`data description.txt`文件。\n",
    "\n",
    "比赛采用均方根误差（RMSE）作为模型评估。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 导入数据与相关的库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入相关的模块\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "sns.set(style='darkgrid')\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# from scipy import stats\n",
    "from scipy.stats import skew\n",
    "from scipy.special import boxcox1p\n",
    "from scipy.stats import boxcox_normmax\n",
    "from sklearn.preprocessing import RobustScaler,LabelEncoder\n",
    "from collections import Counter\n",
    "\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.linear_model import Lasso\n",
    "from sklearn.linear_model import ElasticNet\n",
    "from sklearn.svm import SVR\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from xgboost import XGBRegressor\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import cross_val_score, KFold\n",
    "from mlxtend.regressor import StackingCVRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入数据集\n",
    "\n",
    "train = pd.read_csv('house_price_train.csv')\n",
    "test = pd.read_csv('house_price_test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train set size: (1460, 81)\n",
      "test set size: (1459, 80)\n"
     ]
    }
   ],
   "source": [
    "print('train set size:',train.shape)\n",
    "print('test set size:',test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "训练集有1460个样本，测试集有1459个样本。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>...</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "0   1          60       RL         65.0     8450   Pave   NaN      Reg   \n",
       "1   2          20       RL         80.0     9600   Pave   NaN      Reg   \n",
       "2   3          60       RL         68.0    11250   Pave   NaN      IR1   \n",
       "3   4          70       RL         60.0     9550   Pave   NaN      IR1   \n",
       "4   5          60       RL         84.0    14260   Pave   NaN      IR1   \n",
       "\n",
       "  LandContour Utilities  ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold  \\\n",
       "0         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
       "1         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      5   \n",
       "2         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      9   \n",
       "3         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
       "4         Lvl    AllPub  ...        0    NaN   NaN         NaN       0     12   \n",
       "\n",
       "  YrSold  SaleType  SaleCondition  SalePrice  \n",
       "0   2008        WD         Normal     208500  \n",
       "1   2007        WD         Normal     181500  \n",
       "2   2008        WD         Normal     223500  \n",
       "3   2006        WD        Abnorml     140000  \n",
       "4   2008        WD         Normal     250000  \n",
       "\n",
       "[5 rows x 81 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由于ID通常对最后的预测不起作用，这里可以将其去掉。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 删除train和test中的ID列\n",
    "\n",
    "train_id = train['Id']\n",
    "test_id = test['Id']\n",
    "train.drop('Id',axis=1,inplace=True)\n",
    "test.drop('Id',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "## 3. 数据探索"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 查看相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看变量和因变量之间的相关性\n",
    "\n",
    "plt.figure(figsize=(30,20))\n",
    "correlation_train=train.corr()\n",
    "sns.heatmap(correlation_train,annot=True,fmt='.1f',cmap=sns.diverging_palette(20, 220, n=200))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出，需要预测的`SalePrice`与`OverQual`，`GlivArea`，`GarageCars`等特征相关性较强，在0.7及以上。  \n",
    "与`MasVnrArea`，`BsmtFinSF1`，`2ndFlrSF`等特征相关性较弱，小于0.5。  \n",
    "与`BsmtFinSF2`，`LowQualFinSF`，`OverallCond`等特征之间的相关系数几乎为0。  \n",
    "对上述几个相关性较强的特征作图展示。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Tp0uMz5s3D5fLxYQJE1iyZAkPPvgg06ZN84wvXbq0zJ8PEV+mAEukmtFmpnI3M4MGDeKtt95i7ty5pXpVFRQU8NZbb9GtWzdatmwJQK1atbjzzjv5/PPP+eabb3j44Yc9z7+SNb3c7+18tWvXJi4ujvfee4+4uDgiIiLIzs5m6NChjBw5kry8PHJycvjjH/8IFAVsLpcLm83muUTw/F4ZVzMXERERuTp169ZlzJgxJCQkkJuby913301QUBD79+/n73//O0OHDqVhw4ZERESQm5vL559/TocOHUhNTeUvf/kLQJn9Q8eOHcv999/PrFmzeOCBB8jIyGDatGk0aNCgVN/Sq/X4448zceJE2rdvz2233cb27dv59NNPeffdd4mJieGdd95h4sSJPP300wQGBpKQkMDu3bs9+6yyDBw4kL/85S+sXr2a119/3fO43W7ntddeIywsjM6dO3P06FF+/PFHz77n98LDw0lISOD//b//R2ZmJiNHjqRZs2ZkZGSwZs0aPvjgA9q0aXPR1hIAp06d4uuvvy7xWGBgoKdv6vnCwsLo378/b7zxBn379vW89u7duzlw4ACzZ8/mpptuKnHM9ddfz5IlS1ixYkWZAVZwcDCPPPIICQkJhIaG0q5dOzZt2sRbb73l+TmoW7cu3377LampqQQFBbF27VqSk5MveEWCiK9SgCVSzWgzU7aK2szUqVOHhIQExo8fT05ODqNGjaJ+/frs37+fxMREcnNzS5V133fffUyYMAG73e6p/IIrW9PL/d5+77nnnmPfvn08+OCDTJw4kXbt2jFixAj+9re/4XQ6+dOf/uSpEOvYsSMmk4nExEQefvhhdu/eXeJukFc7FxEREbk6kyZNIjo6mhUrVrBo0SIKCwtp0qQJQ4cO9bRfiI2N5YcffmDmzJnk5+fTpEkTxo8fz4IFC/jhhx9KhR6tWrVi/vz5zJ07l/fff5+wsDD69u3LM888U+Hzv/POO/nzn//MwoULefXVV2nSpAmzZ8+mZ8+eALz33nv89a9/ZfTo0ZhMJjp27MjixYsvGqwUh0Dbt28v8dnuu+8+MjIyePPNN/nll1+IjIzk/vvv97SVKEvPnj355JNPWLx4MdOnT+fUqVMEBwdzyy23MGPGDAYPHnzRKwcAtmzZwpYtW0o81qBBg1Kh1vnz/PTTT0s0b//kk0+oW7cusbGxZX7e+++/nw8++KBEk/3zTZw4EX9/f2bPnk16ejqNGzfmlVde4f777wfgxRdfZNq0aTz44IMEBwfTvn17XnnlFf785z9z8uRJGjZseNHPKOIrTIZOo4tUSx9//DErVqzgwIEDpTYz/v7+GIbB7NmzSUpK8mxmRo0axYIFC4iLi+OJJ55g5MiRNGnSxBNKbNmyhblz55KamlpiM1NczdSvXz+GDx9eoolkWVq1asXs2bNL/MP8+8dWrFjBwoULOXnypGejVVxGnZaWxl//+ld27Njh2cw8++yzpc5I/d6kSZPYvn07KSkpJTYbCxcu5MMPP/RsZoYMGcKECRMuuiE5dOgQCxYsYNu2bZw7d47rr7+eu+++m8cff9yzHsXcbjd9+vShXbt2vPXWWyXGLrWmv1+Xy/3ePv74Y6ZNm8aPP/7oec/CwkIWLVrEmjVrOHbsGMHBwXTo0IHGjRuzatUqhg8fzvPPP4/ZbObDDz9kwYIFnD17ls6dO3PfffcxdepUfvzxxyv6GRIREREREakMCrBERK4hhw8fJiUlhVGjRnl7KiIiIiIiIuWmAEtERERERERERHya2dsTEBERERERERERuRgFWCIiIiIiIiIi4tMUYImIiIiIiIiIiE9TgCUiIiIiIiIiIj5NAZaIiIiIiIiIiPg0BVgiIiIiIiIiIuLTFGCJiIiIiIiIiIhPU4AlIiIiIiIiIiI+TQGWiIiIiIiIiIj4NAVYIiIiIiIiIiLi0xRgiYiIiIiIiIiIT7N4ewLV2blzebjdhrenISIics0ym01ERIR6expSA2hfd+UiI2uRkZHr7WlUe1rHiqF1rBhax4qhdbx8F9vbKcC6Cm63oY2OiIiISA2gfd3V0dpVDK1jxdA6VgytY8XQOlYcXUIoIiIiIiIiIiI+TQGWiIiIiIiIiIj4NAVYIiIiIiIiIiLi0xRgiYiIiIiIiIiIT1OAJSIiIiIiIiIiPk0BloiIiIiIiIiI+DQFWCIiIiIiIiIi4tMUYImIiIiIiIiIiE9TgCUiIiIiIiIiIj5NAZaIiIhUGqv1HK+++jJWq9XbUxERERGRakwBloiIiFSapKRV7N+fSlLSKm9PRURERESqMQVYIiIiUims1nOkpGzGMAxSUjarCktERERErpgCLBEREakUSUmrMAwDAMNwqwpLRERERK6YxdsTEBERkZpp69YtOJ1OAJxOJ1u3pjB69Bgvz0pERES8bc+RTJK3pXHWaiMqPJiBPaJp27Sut6clPk4VWCIiIlIpeva8HZPJBIDJZKJnz15enpGIiIh4254jmSxel8qBY+fIyCrgwLFzLF6Xyp4jmd6emvg4BVgiIiJSKfr0ufO8SwgN+va908szEhEREW9L3paGNacAl7vo7y43WHMKSN6W5t2Jic9TgCUiIiKVYvPmDSUqsDZt2uDlGYmIiIi3nbXaPOFVMZe76HGRi1EPLBEREakUW7duKVGBpR5YIiIiEhUeXKICC8DPXPT4xahvlqgCS0RERCpFz563Y7EUnSuzWCzqgSUiIiIM7BFNeFgQfr+mEX5mCA8LYmCP6Aseo75ZAgqwREREpJLExQ077xJCM3Fxw7w8IxEREfG2tk3rMjq2NS0bRxBZJ4iWjSMYHdv6otVU6psloEsIRUREpJKEh0fQq1cfNm3aQK9efQgPD/f2lERERMQHtG1a97Iu/1PfLAFVYImIiEgliosbxk03tVb1lYiIiFyxqPBgzyWHxcrTN0tqFgVYIiIiUmnCwyOYOvVlVV+JiIjIFbuSvllS8yjAEhERERERERGfdSV9s6TmUQ8sEREREREREfFpl9s3S2oeVWCJiIiIiIiIiIhPU4AlIiIiIiIiIiI+TQGWiIiIiIiIiIj4NAVYIiIiIiIiIiLi0xRgiYiIiIiIiIiIT1OAJSIiIiIiIiIiPk0BloiIiIiIiIiI+DQFWCIiIiIiIiIi4tMUYImIiIiIiIiIiE+rsgBr9erVdOrUqcSf1q1b8+KLL5KVlcUTTzxB586d6dOnDytXrvQcZ7fbmTp1Kt26daNnz5688847njHDMEhISKB79+507dqVmTNn4nK5POOLFi2iV69exMTEMHnyZPLz8z1ja9eupX///nTq1In4+HjS09OrZiFERERERERERKQUt9u44FiVBVhDhgzhu+++8/x5++23qVevHk888QQvvvgiISEhbN26lcTERF5//XVSU1MBeOONNzh58iQbN27k/fffZ+XKlXz55ZcALFu2jM2bN7N69WqSk5PZtWsX77//PgCbNm1i4cKFLFmyhK+++oqsrCwSExMBSE1N5aWXXmLOnDls27aNevXqMX369KpaChEREZFqTycnRUREpKIYQL7dSXa+/YLP8colhHl5eTz77LO8/PLLhIWFsWHDBp566ikCAwNp3749gwYN8mx0Vq9eTXx8PGFhYTRt2pQRI0awYsUKAJKSkhg9ejT169cnKiqK+Pj4EmPDhw+nWbNmhIWFMWHCBD766CNcLhdr1qyhf//+dOjQgaCgICZPnszGjRvJyMjwxnKIiIiIVDs6OSkiIiIVweFycy6nkOxcOy5fqMA63z/+8Q9uuukm7rzzTtLS0rBYLDRu3Ngz3qxZMw4cOEBWVhbp6em0aNGi1BjAoUOHSo0dPHgQwzDKHMvJyeH06dOlxiIiIggLC+PQoUOV+bFFREREaiSdnBQREZHLZWCQY3OQmV2A3eG65PMtVTCnEvLy8li6dCnvvvsuAPn5+QQFBZV4TlBQEAUFBdhsNgCCg4NLjQHYbLYSxwYHB+N2u7Hb7WWOFR/z+7Hi8eL3K6/IyFqX9XwRERGRmuj8k5M//vhjmScn169ff8GTk8uWLQMufXLyrrvuKjF2/snJTp06ecbOPzkZGRlZmR9dRERELptBocNNTr4dp+vCFVe/V+UB1oYNG2jYsCEdO3YEioKj4kCqWEFBASEhIZ6QqaCggFq1apUYg6Iwq7Cw0HOczWbDYrEQGBhY5hhAaGhoiRDs/PHi1y2vjIzcizYYExERkcplNpt0QsnLasrJSf0cXZ2oqDBvT6FG0DpWDK1jxdA6VgytY0l2h4vsPDsmXNSuUzqSsviZLnhslQdYmzZtIjY21vP36OhonE4nJ0+epGHDhgAcPnyYFi1aEB4eTmRkJIcPH6ZevXqesebNmwPQvHlzDh8+TIcOHTxjN954o2fs/EsCDx8+TFhYGPXr1/ccVywzM5OsrCzP64qIiIhI+dSUk5M6MXnloqLCOHs2x9vTqPa0jhVD61gxtI4VQ+v4GwPIL3SSZ3Nc9N/bwAA/GtQNLXOsyntgff/9954NDkCtWrXo378/CQkJ2Gw2du/ezdq1axk8eDBQ1CD0zTffxGq1cuTIEZYuXUpcXJxnbOHChZw6dYr09HTmz59fYmz58uUcOHCA3NxcEhMTGTx4MGazmUGDBrF+/Xp27txJYWEhc+bM4Y477iAiIqKql0NERESkWrvYycliZZ2cPH/s9ycnzx/TyUkREZHqze50k5ldQE6e/apOFlVpgOVyuTh16hRRUVElHp8xYwZOp5PevXvz1FNPMWXKFE9V1cSJE2natCmxsbE89NBDPPDAA55N0kMPPUS/fv0YPnw49957LzExMTz66KMA9OvXj7FjxxIfH0+fPn0ICwvjmWeeAaBNmzbMmDGDF154gR49enDmzBlmzZpVhSshIiIiUjPo5KSIiIiUxW0YZOfbOZdTgMPpvurXMxmGoVrpK6RScxEREe9SDyzvcrlctG3blrVr15aodrJarbz00kts27aNkJAQnnzySYYPHw4UXTL46quv8sUXX2AymRg1ahTjxo3zvF5iYiKrVq3C4XAwePBgnn/+efz8/ABYsmQJixYtIjs7m969ezNz5kxPL6zk5GTmzp3L2bNn6dKlC7NmzbqsBu7a1105XSJTMbSOFUPrWDG0jhXj2l1HgwKHm9w8O87L/Lc1MMCPm5rVK3NMAdZV0EZHRETEuxRgSUXRvu7KXbu/oFUsrWPF0DpWDK1jxbgW19HpNsjNs1PgcF3R8RcLsKq8ibuIiIiIiIiIiNQseQUO8mxO3JVUJ6UAS0RERERERERELpvJBIV2N9m2QpzOyq1kVoAlIiIiIiIiIiKXxeU2yLU5KLA7qYrmVAqwRERERERERESkXAzAZneSl+/AVYX9IxVgiYiIiIiIiIjIJTlcbnLyHdivsEn71VCAJSIiIiIiIiIiF2RgkGtzkl/gqJLLBcuiAEtERERERERERMpgUOhwk5Nvx+nyUnL1KwVYIiIiIiIiIiJSgtvtJtvmoLDQhXejqyIKsEREREREREREBChq0p5f6CTP5sBdhU3aL0UBloiIiIiIiIjINc5kwnO5oMPp9vZ0SlGAJSIiIiIiIiJyDXMbBrn5DmyFTq81ab8UBVgiIiIiIiIiItckgwKHm9w8O04fulywLGZvT0BERERERERERKqW021gzbFjzSn0enhVYHfy2Y403vlk7wWfowosEREREREREZFrSF6BgzybE7eXrxd0ud38+8czbNx1nPwCJ/Ujgi/4XAVYIiIiIiIiIiI1nMkEhXY3ObZCHE7vBleGYZCado51O46SnlUAQIDFzO0dGl7wGAVYIiIiIiIiIiI1mMttkGtzUGD3fpP242dzWbc9jcO/5ABFwVqXVvW5s0sj6oWrAktERERERERE5JpiADa7k7x8By4v97my5hay/t/H+M/BdM9jLRvVIbZ7NNfVDbnk8QqwRERERERERERqGIfLTU6+A7vD5dV5FNidfPWfk/zrh19wuopCtOvqhhDbvQktG4WX+3UUYImIiIiIiIiI1BAGBrk2J/kFDq9eLuhyG3yTepqNO4+TV+AEICzEn7u6NCbmpijMZtNlvZ4CLBERERERERGRas+g0OEmJ60DvUIAACAASURBVN/uqXTyyiwMg5+OWlm3I42z1qIG7f4WM73aX0+vDg0J9Pe7otdVgCUiIiIiIiIiUo253W6ybQ4KC114s9PVyfQ8krencehkNgAmoHOrKO7s2pjaIQFX9doKsEREREREREREqiEDyC90kmdz4PZik3ZrbiFffHOM/xxI9wRoLRvV4Z5bm3B9ZGiFvIcCLBERERERERGRasRkwnO5oMPp9to8Cu0uvvrPCbac16C9QUQwsd2jualx+Ru0l4cCLBEREREREREfsedIJsnb0jhrtREVHszAHtG0bVrX29MSH+I2DHLzHdgKnV5r0u5yG+xMPcOGb4+TZ3MAEBbsz11dr6xBe3kowBIRERERERHxAXuOZLJ4XSrWnAJcbrDmFLDYamN0bGuFWAIYFDjc5ObZcXrpckHDMPjpmJV1249y1moDKqZBe3kowBIREZHLtmXLV6SkbL7k87KyrADUqXPxEvJevfpw++29K2JqIiIi1VbytjRPeAV4QqzkbWkKsK5xTrdBbp6dAofLa3M4mZ7Huh1p/HzitwbtMa2iuLNLY+qEXl2D9vJQgCUiIiKVxmotX4AlIiIicNZq84RXxVxuPJUucm3KLXCQb3Pi9tL1gll5dr745hjf7T/radDe4oY6xHavuAbt5aEAS0RERC7b7bf3LlfF1KxZ0wF4/vmXKntKIiIi1V5UeHCJCiwAP3PR43JtMZmg0O4m21aI0+md4KrQ7uLr3SfZ8v0vOH79oawfEUzsrU24qXE4JlPF97m6GAVYIiIiPspqPcfbb89l/PiJhIergklERKSmG9gjmsVWmyfE8jNDeFgQA3tEe3tqUoVcboNcm4MCu3eatLvcBrt+OsMXO4+T+2uD9tBgf+7q0ojOrerjVwkN2stDAZaIiIiPSkpaxf79qSQlrWL06DHeno6IiNQgutOdb2rbtC6jY1vru7lGGYDN7iQv34HLC03aDcNg/zEr63Yc5cy5Xxu0+5m5vf313NGhIYEBldegvTwUYImIiPggq/UcKSmbMQyDlJTNxMUNUxWWiIhUCN3pzre1bVpX38M1yOFyk5PvwO6lJu2/ZOSxbvtRDp7IAooatHdsWY+7uzamTq1Ar8zp9xRgiYiI+KCkpFUYv9aMG4ZbVVgiIlJhdKc7Ed9hYJBrc5Jf4PDK5YLZvzZo33Veg/YbG9ZmYPdoGtarugbt5aEAS0RExAdt3boFp9MJgNPpZOvWFAVYIiJSIXSnOxFfYFDocJOTb8fpqvrkqtDhIuX7k6Ts/gWHs+h/CFHhwcR2b0IrLzRoLw9zVb7ZqVOniI+PJyYmhjvuuIMlS5YAkJWVxRNPPEHnzp3p06cPK1eu9Bxjt9uZOnUq3bp1o2fPnrzzzjueMcMwSEhIoHv37nTt2pWZM2ficv1Wbrdo0SJ69epFTEwMkydPJj8/3zO2du1a+vfvT6dOnYiPjyc9Pb0KVkBERKR8eva8HYul6DyTxWKhZ89eXp6RSEna14lUX1Hhwfj97jdB3elOpOq43W6seXasOYVVHl653QY7U88wZ/l/+HLXCRxON6FBFobc3pSnhrendZMInwyvoAoDLMMwGD9+PDfeeCM7duxg4cKFzJs3j127dvHiiy8SEhLC1q1bSUxM5PXXXyc1NRWAN954g5MnT7Jx40bef/99Vq5cyZdffgnAsmXL2Lx5M6tXryY5OZldu3bx/vvvA7Bp0yYWLlzIkiVL+Oqrr8jKyiIxMRGA1NRUXnrpJebMmcO2bduoV68e06dPr6qlEBERuaS4uGGezYPJZCYubpiXZyTyG+3rRKq3gT2iCQ8L8oRYutOdSNUwDMgrdJKeXUhBoYuqrrs6cNzKvI9/4OOvD5GT78DiZ6JPx4b8fw92pPvN13nt7oLlVWUB1vfff8+ZM2eYPHky/v7+tGzZkg8//JAGDRqwYcMGnnrqKQIDA2nfvj2DBg3ynK1bvXo18fHxhIWF0bRpU0aMGMGKFSsASEpKYvTo0dSvX5+oqCji4+NLjA0fPpxmzZoRFhbGhAkT+Oijj3C5XKxZs4b+/fvToUMHgoKCmDx5Mhs3biQjI6OqlkNEROSiwsMj6NWrDyaTiV69+qiBu/gU7etEqrfiO921bBxBZJ0gWjaOUAN3kUpkMoHd6SYzp4CcPDvuKr7D4KnMfN5L3sd7yamcyiyqYO7Ush5P/1dH7u7WhKCA6tFdqspmuXfvXlq2bMnf/vY31qxZQ61atRg3bhytWrXCYrHQuHFjz3ObNWvG+vXrycrKIj09nRYtWpQYW7ZsGQCHDh0qNXbw4EEMw+DQoUPcddddJcZycnI4ffo0hw4dolOnTp6xiIgIwsLCOHToEJGRkZW5DCIiIuUWFzeMEyeOq/pKfI72dSLVn+50J1I13IZBbr4DW6Gzypu0Z+fb2bDzON/+dMbz3s2ur83A7k24IapW1U6mAlRZgJWVlcWOHTvo3r07mzZtYs+ePTz++OMsWLCAoKCgEs8NCgqioKAAm62oiWBwcHCpMQCbzVbi2ODgYNxuN3a7vcyx4mN+P1Y8Xvx+5RUZWf2+cBERqT6iosJ4440Eb0/jqvj7+wFFn0VqDu3r5Pf033jF0DpWDK1jxdA6Xh3DMMjJt+M2mwkKCSQoJLDK3rvQ7uKLf6fxxY6jFDqK+kk2qBvCsL4taNeins/2uAKw+F14blUWYAUEBFCnTh3i4+MBiImJYcCAASQmJno2LsUKCgoICQnxbEYKCgqoVatWiTEo2vQUFhZ6jrPZbFgsFgIDA8scAwgNDS2xWTp/vPh1yysjI7fKS/9ERESqE8evm6azZ3Mq5fXNZpOCBy/Qvk7OFxUVVmn/jV9LtI4VQ+tYMbSOV8fpNsjNsxMSFkRmZl6Vva/bbbBr/1m+2HmMnHwHACFBFu7s3IiuberjZzZz7lz+JV7FuwID/GhQN7TMsSrrgdWsWTNsNpvnluAALpeLm2++GafTycmTJz2PHz58mBYtWhAeHk5kZCSHDx8uMda8eXMAmjdvXmrsxhtv9IwdOnSoxFhYWBj169cvdVxmZiZZWVme1xURERGRC9O+TkREpGy5BQ4yswoocLgu/eQKdPB4Fm/9s2SD9t4dGzL5wY50v+U6/MxVFv9Umir7BLfddhu1a9cmISEBp9PJrl27+OKLL7jnnnvo378/CQkJ2Gw2du/ezdq1axk8eDAAQ4YM4c0338RqtXLkyBGWLl1KXFycZ2zhwoWcOnWK9PR05s+fX2Js+fLlHDhwgNzcXBITExk8eDBms5lBgwaxfv16du7cSWFhIXPmzOGOO+4gIiKiqpZDREREpNrSvk5EROQ3JhPYHS7Ss23k5jtwV2Gzq9OZ+Sxal8r/Ju/jl4yi6qqOLYoatA+oRg3ay8NkGFW3smlpabzyyiv88MMP1KpViyeeeIJhw4ZhtVp56aWX2LZtGyEhITz55JMMHz4cKCotf/XVV/niiy8wmUyMGjWKcePGAUVn+hITE1m1ahUOh4PBgwfz/PPP4+dX1G9jyZIlLFq0iOzsbHr37s3MmTM9PROSk5OZO3cuZ8+epUuXLsyaNeuyG32q1FxERCqT1XqOt9+ey/jxE6vtXQhnzZoOwPPPv1Qpr69LCL1H+zoppkuNKobWEfYcySR5WxpnrTaiwoMZ2CP6shvNax0rhtax/Fxug1ybgwJ76SbtdeuGVtolhDm/NmjfeV6D9qbXhzGwezSNqmGDdigKAoOD/WneuOz/7qs0wKpptNEREZHKtHjxP9i0aQN9+97F6NFjvD2dK6IAS6oL7euunH7RrRjX+jruOZLJ4nWpWHMKcLnBzwzhYUGMjm19WSHWtb6OFUXreGkGYLM7iyquLvDvR2UEWHaniy27f+Hr709id7gBqFcniHtubUKb6AifbtB+ISYTBFj8CA3yJyjQTGRk2TcQqDm1ZCIiIjWI1XqOlJTNGIZBSspm4uKGVdsqLBERkUtJ3pbmCa8AXG6w5hSQvC3tsquwRCqbw+UmJ9+BvQr7XLndBt8dOMsXO4+TnWcHICTQQv/Ojeh2c/1q2ePKZIJAfz9CgvwJ9Df/WknmA3chFBERkfJLSlpFcZG0YbhJSlpVbauwRERELuWs1eYJr4q53EWPi/gKA4Ncm5P8AkepywUr08ETWazbnubpcWXxM9Hjluvo0+kGggOrX6xjMkFQgIWQIAsBlqLgqjzrWf0+qYiIyDVg69Ytnju8OZ1Otm5NUYAlIiI1VlR4cIkKLCi6jDAqPNh7kxLxMCh0uMnJt+N0VW2D9s92HOWnY1bPY+2bRzKgW2MiwoKqbB4VxWwyERRYVHHl72cqd3BVTAGWiIiID+rZ83a+/noTTqcTi8VCz569vD0lERGRSjOwRzSLrbZSPbAG9oj29tTkGuc23GTnOygsdFFV0VVOvp2N3x7nm9TfGrRHX1fUoL1x/erX+9NsNhEcaCEk0M9zqeOVVLApwBIREfFBcXHDSEnZDIDJZCYubph3JyQiIlKJ2jaty+jY1ld9F0KRimIYkG93kme7cJP2imZ3uvjX7lN89f0JT4P2yNpBDLi1Cbc0rX4N2ssKrq6GAiwREREfFB4eQa9efdi0aQO9evVRA3cREanx2jatq8BKvM5kwnO5oMPpvvQBFcBtGPznQDpffHOMrF8btAcHWujf+Qa6tWmAxa96NWg3m02EBlkIDrRgrsDQTQGWiIiIj4qLG8aJE8dVfSUiIiJSBdyGQW6+A1uhs8qatP98Mot129I4+WuDdj+ziZ5tq2eDdovZRHCwP8EBfhUaXHlev8JfUURERCpEeHgEU6e+7O1piIiIiNRwBgUON7l5dpxVdLngGauNz7ankXr0twbt7W4satBet3b1atBuMZsICSkKrkxU3mWOCrBERERERERE5JrkdBvk5NkpdLiq5P1ybY6iBu37TlOclUU3CCO2exOaNAirkjlUFIvFRGiQP8EBVRMtKcASERERERERn7PnSKaaukulMTDIK3CSb3PiroLrBR1ON1v3/MLm7056wrK6tQO5p1sTbmlWt1o1aPe3mAgNDiDQ368S661KU4AlIiLio6zWc7z99lzGj5+oJu4iIlJpfDEo2nMkk8XrUrHmFOBygzWngMVWG6NjW3t9blK9mUxQaHeRbbPjdFZ+cOU2DHYfzGD9N0ex5hY3aPejX0wjbr25+jRoNwH+/n6EBlkIqOLgqpgCLBERER+VlLSK/ftTSUpaxejRY7w9HRERqYF8NShK3pbmmRPgmVvytjQFWHLFXG6DXJuDAnvVNGnff/Qcy9f/xIn0PKCoQXuPW66jb0z1adBuMkGA5bfgypuqx4qJiIhcY6zWc6SkbMYwDFJSNhMXN0xVWCIiUuF8NSg6a7V55lTM5S56XORyGYDN7iQ334G7Cpq0p1ttrNtxlH1p5zyPtb2xLvd0a1JtGrSbTBBo8SMk2J8Aiwm8UnNVkgIsERERH5SUtArj11ODhuFWFZaIiFQKXw2KosKDSwRrAH7mosdFLofD5SYn34G9Cpq059ocfLnrOP/+8Yynr1aTBrUY2D262jRoN5kg0N+PkCB/Av3NVVKpVl4KsERERHzQ1q1bcDqdADidTrZuTVGAJSIiFc5Xg6KBPaJZbLV55uZnhvCwIAb2iPbqvKT6MDDItTnJL3BUegjjcLrZtucUm7474WnQHhEWyPD+LWkaFVotGrSbTBAUYCE0yB9/iwnDwKfCK1CAJSIi4pN69rydr7/ehNPpxGKx0LNnL29PSUREaiBfDYraNq3L6NjWPtdcXqoDg0KHm5x8O05X5SYwbsPgh58z+PzfvzVoDwooatDe/ZYG1I8KIzMzr1LncLXMJhNBgX6EBFnw9zP7ZHBVTAGWiIiID4qLG0ZKymYATCYzcXHDvDshERGpkXw5KGrbtK5PzEOqD5e76HLBQruLys5gjpzKJnlbGsfP/tagvfvNDegb04iQIN+PWsxmE8GBFkID/TCbi+6E6KvBVTHfX1UREZFrUHh4BL169WHTpg306tVHDdxFRKTSKCi6uD1HMn0y4JPfGAbk253k2Sq/SXu61cZn/z7Kj0d+a9B+S7OiBu2RdXy/QbvZbCIkyEJwgAU/s+9f2ng+BVgiIlIjWa3nePvtuYwfP7Hahj9xccM4ceK4qq9ERES8ZM+RTBavS/VcYmnNKWCx1cbo2NYKsXyAyYTnckGH033pA65CXoGDL3edYMfe054G7Y3rFzVoj77O9xu0+xUHV4EWzNWgJ1dZFGCJiEiNlJS0iv37U6v13fvCwyOYOvVlb09DRETkmpW8La1Ek/viECt5W5oCLC9zGwa5+Q5shc5KvfTN4XSzbe8pNn93ggL7bw3aB3RrTLsbI32+QbvFbCIk2J+gAL9qG1wVU4AlIiI1jtV6jpSUzRiGQUrKZuLihlXbKiwRERHxnrNWW4k7NEJRiHXWavPOhAQwKHC4yc2z46zEywUNw2D3zxms/+YY53IKgaIG7X1jbqDHLddh8TNX2ntXBItfUXAVHOCHieodXBVTgCUiIjVOUtIqjF9PxRmGu1pXYYmIiIj3RIUHl6jAgqI7NUaFB3tvUtcwp9sgJ89OocNVqe/z+wbtZpOJW29pQP+YGwgJ8q/U975aFouJWsEBBFr8qOYFV6UowBIRkRpn69YtOJ1OAJxOJ1u3pijAEhERkcs2sEc0i602T4jlZ4bwsCAG9oj29tSuObkFDvJtTk//qcqQkVXAZ/8+yt7DmZ7Hbm4awT23NqFeHd8OLf0tZkKD/Qn096sh9ValKcASEZEap2fP2/n66004nU4sFgs9e/by9pRERESkGmrbtC6jY1vrLoReYjJBod1Ntq0Qp7Pygqv8Aiebdh1n+4+ncf16WWKjqFBiu0fT7Pralfa+V8sE+Pv7ERpkIdDfz9vTqXQKsEREpMaJixtGSspmAEwms+7iJyIiIlesbdO6Cqy8wOU2yCuo3CbtTpeb7XtP8+Wu454G7eG1Ari7WxPaN4/02abnJhMEWPwIDfInwN8ENbbmqiQFWCIiUuOEh0fQq1cfNm3aQK9efdTAXURERKQasdmd5OY7PNVQFc0wDPYczuTzHUfJ/LVBe6C/H3073UCPttfhb/HNBu0mEwRa/AgJ9ifAcu0EV8UUYImISI0UFzeMEyeOq/pKREREpJpwugxy8iu3SfvR0zkkb0/j6Olc4NcG7Tc3oF/nGwj10QbtJlNRwBYS5E+gv7nSKtJ8nQIsERGpkcLDI5g69WVvT0NERERELsHAIK/AWalN2jOzC/j830f54dBvDdrbRBc1aPfVu0qaTBAUYCE0yB9/iwnD4JoNr0ABloiIiIiIiIh4QVU0abcVOtm06wTb9p7yXJJ4Q72iBu03NvTNBu1mk4mgQD9Cgiz4+5mv+eCqmAIsEREREREREalSLrdBrs1Bgb1ymrQ7XW52/HiaL3edwFboBKBOaAADujWhfQvfbNBuNpsIDrQQEuiHn7moD5eCq98owBIRERERERGRKpNvd5JXSU3aDcNg7+FMPvv3UTKzf2vQ3qdTQ3q2vd4nG7SXFVxJaQqwRERERERERKTSVXaT9mNnckjedpS00zkAmE3QrU0D+nVuRK1g32vQbjabCAmyEBxgwc/sexVhvkbRnoiIiIhckX/84x+0bduWTp06ef7s3LmTrKwsnnjiCTp37kyfPn1YuXKl5xi73c7UqVPp1q0bPXv25J133vGMGYZBQkIC3bt3p2vXrsycOROX67dfchYtWkSvXr2IiYlh8uTJ5Ofne8bWrl1L//796dSpE/Hx8aSnp1fNIoiIyCUZGOQWOMjMLqiU8Cozu4APNhzgnU/2esKrNtERPPWHDgy5vZnPhVd+ZhNhoQHUqxNErSB/hVflpAosEREREbki+/btY9KkSYwZM6bE40899RQhISFs3bqVn376ibFjx9KuXTtat27NG2+8wcmTJ9m4cSMZGRk89thjtGrVin79+rFs2TI2b97M6tWrMZlMxMfH8/777zNy5Eg2bdrEwoULWbJkCfXq1ePpp58mMTGR5557jtTUVF566SX+93//l1atWjFjxgymT5/Om2++6aWVEfGOPUcySd6WxlmrjajwYAb2iKZt07renpZcw4qatLvIttkrpUm7rdDJ5u9OsHXPbw3aG9YLJbZ7E5o3rFPh73e1LGYTIcH+BAf6YUKh1eVSBZaIiIiPslrP8eqrL2O1Wr09FZEy7du3jzZt2pR4LC8vjw0bNvDUU08RGBhI+/btGTRokKcKa/Xq1cTHxxMWFkbTpk0ZMWIEK1asACApKYnRo0dTv359oqKiiI+PLzE2fPhwmjVrRlhYGBMmTOCjjz7C5XKxZs0a+vfvT4cOHQgKCmLy5MmegEzkWrHnSCaL16Vy4Ng5MrIKOHDsHIvXpbLnSKa3pybXKJfbwJpr51xuxd9h0Olys3XPL7z+4X9I2f0LLrdBndAA/tCnOeOHtvW58MriZ6J2rQAiw4MICbQovLpCVRpgqcxcRESk/JKSVrF/fypJSau8PRWRUmw2G0eOHGHJkiXcdtttxMbG8tFHH5GWlobFYqFx48ae5zZr1owDBw6QlZVFeno6LVq0KDUGcOjQoVJjBw8exDCMMsdycnI4ffp0qbGIiAjCwsI4dOhQZS6BiE9J3paGNacAl7vo7y43WHMKSN6W5t2JyTXHoKhJe2Z2AbbCir3DYHGD9rkrd7N2axq2QicB/mbu7tqYp/+rI51uivKpuwv6maFOrQDq1QkmJEDB1dWq0ksIVWYuIiJSPlbrOVJSNmMYBikpm4mLG0Z4eLi3pyXikZ6eTkxMDH/84x9JTExk9+7djBs3jkcffZSgoKASzw0KCqKgoACbzQZAcHBwqTEoCsXOPzY4OBi3243dbi9zrPiY348Vjxe/X3lERtYq93OltKioMG9PoUa4mnVMt9o84VUxl7vo8Wvt+7nWPm9luZJ1LCx0kpVnxxJgok5AxfadOnwyi1VfHuTg8aLKdLPJxO0dGzLo9mbUDg2s0Pe6WhazidAQf0IC/TGrv1WFqfIAa9iwYSUeKy4z//zzz0uVmb/44ousXr2a119/nbCwMMLCwjxl5v369StRZg4QHx/PvHnzGDlyZIkyc4AJEybwyCOPMGXKlBJl5gCTJ0/mtttuIyMjg8jIyKpcEhERkTIlJa3C+PWUpWG4SUpaxejRYy5xlEjVady4MUuXLvX8vUuXLsTFxbFz505PIFWsoKCAkJAQT8hUUFBArVq1SoxBUZhVWFjoOc5ms2GxWAgMDCxzDCA0NLRECHb+ePHrlkdGRi7uSrid+7UgKiqMs2dzvD2Nau9q17FeeDDnzqvAgqLqj3rhwdfU96Ofx4pxuetoYJBX4CTP5qjQiiuAczkFfP7vY+z++bfLwls1CeeeW5vQICIEZ6GTzEJnxb7pFTAB/v5+hAZZMPn7YcstpFZwgH4eL5PZbLrgSaUqu4RQZeYiIiLlt3XrFpzOos2Y0+lk69YUL89IpKS9e/eyYMGCEo8VFhZy/fXX43Q6OXnypOfxw4cP06JFC8LDw4mMjOTw4cMlxpo3bw5A8+bNS43deOONnrHz92qHDx8mLCyM+vXrlzouMzOTrKwsz+uKXAsG9ogmPCwIv19/w/MzQ3hYEAN7RHt3YlKjmUxgd7jIyC4gN79iwytboZN129OYs/x7T3jVMDKEMfe2YfQ9rWkQUf6TFJXJZIIAfz8iwgKpGxZIoL+fLhSsJFVWgVXTysxBpeYiIlJ5+vXry/r163E6nVgsFvr371ctL4nw9/cDdDlHTRQSEsK8efNo0qQJd999Nzt27ODTTz9l6dKl5OTkkJCQwMyZMzlw4ABr1671hF1DhgzhzTffJDExEavVytKlS5kyZYpnbOHChXTv3h2LxcL8+fOJi4vzjL300ksMGDCA66+/nsTERAYPHozZbGbQoEGMGDGCYcOG0a5dO+bMmcMdd9xBRESE19ZHpKq1bVqX0bGtdRdCqTIut0GuzUGBvWL7XLncbnb8eIYvvz1O/q+VVbVDA7i7a2M6tqznMz2uTCYItPgREuxPgMUEiq0qXZUFWDWtzBxUai4iIpVnwIAhfPHFFwCYTGbuvntItSxBdziKbq5SWXO/WJm5VK5mzZrx97//nTfeeIPnnnuOBg0aMGvWLG655RZmzJjBSy+9RO/evQkJCWHKlCme1g0TJ07k1VdfJTY2FpPJxKhRo4iNjQXgoYceIj09neHDh+NwOBg8eDCPPvooAP369eP48ePEx8eTnZ1N7969eeaZZwBo06YNM2bM4IUXXuDs2bN06dKFWbNmeWdhRLyobdO6CqzKYc+RTAV9V8EAbHYnufmOCv192DAM9qWdY92Oo2RkFf2+HmAxc0fHhtze/noCLH4V9l5Xw2SCQH8/QoL8CfQ3V/glk3JhVRZg7d27l3/961/86U9/8jz2+zLzhg0bAmWXmderV88z9vsy8+INkcrMRUSkpggPj6BXrz5s2rSBXr36qIG7+KR+/frRr1+/Uo+Hh4czd+7cMo8JCgrilVde4ZVXXik15ufnx6RJk5g0aVKZx44aNYpRo0aVOTZw4EAGDhx4GbMXkWvRniOZLF6X6rljozWngMVWG6NjWyvEKgenyyA734791xNUFeX42VySt6dx5JeiE14mE3RpVZ87uzQiLCSgQt/rSplMEBRgISTIQoClKLhSeFW1qqwHVnGZ+WeffYbb7Wbbtm18+umnPPzww/Tv35+EhARsNhu7d+9m7dq1DB48GPitzNxqtXLkyBGWLl1aopR84cKFnDp1ivT09FJl5suXL+fAgQPk5uaWKjNfv349O3fupLCwUGXmIiLik+LihnHTTa2Jixt26SeLiIjIJSVvS/OEV4AnxErelubdifk4A4Mcm4OMbFuFhlfncgpZ8eVB3v7nHk94ddP/z96dx0dV3v3/f50zMd19mAAAIABJREFUZ9ZkshASIZAEBCooIijKopTFqg0Vsa5V61K1pdb759bit+JtsWjV27q0aLW1pVVbtMVqBSmoRQRRBJeiGBWJQtgCQvZMZp9zfn9MZpJJJskkmWQG+Dwfj/txN3NmzrlmIHjyznW9r6IcbrpwHN/95rFpEV6pioLDppGXZScn04LZJLOuUqXfZmDJNHMhhBCie3Jyclmw4O5UD0MIIYQ4Yhyq88Ts1AjhEOtQXff6kI8WigI+f4gGt59gKHmpjdcfZN2WSjaW7Y+ed9AAB6WTixk1ND1mnauKgs0a3lXQpIbn/khwlVqKYcgfQU9JB5YQQgjRufvv/yUAd9yxsE/OLx1YIlnkvq7n8vOdh2VHX7qRzzE5uvocH3x+C+V7amNCLJMKo4pyuf2yCf0wws6lSz9Xfr6TA183JL2kPaTrvPf5Qd74cC9ub7ig3ekwc/apRUwYlY+qpr4IXVUV7FYNh9UUDa56Sr6vu6+ze7t+m4ElhBBCiLC3317Phg3runxefX0dANnZXf8mctq0GZxxxvTeDk0IIYQ4os2eUsIzdZ7oMkKTCjlOG7OnlKR6aGnTz2UAjU0+qhu8SQv2DcNgW3NBe1WrgvZpJxUybdxgLObUF7SranipoN2iYUqDIE20JwGWEEIIkabq6hIPsIQQQgjRtbHDBnB16ei0mOXUVmf9XP01vkBIp9EdIICStPBq3yEXqzbtZuf+BiC8LPGU5oL2rDTouDJFgiurhqpIcJXOJMASQggh+tkZZ0xPaLZUXy+/E0IIIY5GY4cNSIvAqq1U9nMZGLg8QdzeQNKWC9a5fLz+3h4++rIq+tioodmUTi5h0ABHci7SC5qqYLebsVtMElwdJiTAEkIIIYQQQog0ky5dSN11uI47HeTn2GNmYEF4iWN+jr0Pr2rgC+g0JrGk3esPsv6jSt75JLag/duTivlGUepnlWsmBUdzcKUgwdXhRAIsIYQQQgghhEgj6dKF1F2H67jTRX/3c+m6ToMngM8XIhnRVUg3eH/b17zxwV6aIgXtdjNnnVrEyd9IfUG7pilk2MzYLRKDHK7kT04IIYQQUUuXPs3u3buSdr5duyqAluWQvVVcXMIVV1yTlHMJIUS6SocupJ44XMedLvqrn8sA3L4gTZ5AUnquDMPgiz11rN60O7rc0aypTBs3mGknFWJNcUG7WVPIsFuwmk0y3+owJwGWEEIIIaJ2797F9h1fYc0rSMr5ghYbALvqe7+FtK/6YK/PIYQQh4NUdiH1xuE67nTS1/1c/mB4uWAgqHf95ARUVjWxatMudlQ2F7QDJx+Xz1kTi8jKSF1BuwJomkqm3YxFgqsjhgRYQgghhIhhzSug5NzLUz2MdnatfC7VQxBCiH6Rmi6k3jtcx3000A0DlyeAxxdMSkl7vcvHfz7Yw5btVdHlhyOHZFM6uZjBeRm9v0APKQqYNROZNg1Limd+ieSTAEsIIYQQQggh0kh/dyEly+E67iObgTeg42ryE0zCckGfP8T6jyt5Z+t+As1JZUGundmTSxg1NBslRbv5KQpYNBMZNjMWswIy5+qIJAGWEEIIIYQQQqSRZHYh9eeugP3V4SQSE9QNXE1+vIFQr88V0g0+2HaQNR/upckTACDTbuasiUM5+bgCTCkqaFcUsGomHHYzVrOalNllIn1JgCWEEEIIIYQQaSYZXUip2BWwrzucRGKavAGaPEH0XiY6hmGwfU8dqzfv5mBtc0G7SWXaSaktaFcUsJpNZNjNWLRwcCXh1ZFPAiwhhBBCCCGEOAKl066A/TkT7GilKODz6zR6fASCvU9z9lc3sXrTbr7cVx8+PzDhG/mcdWoR2SkqaFcUsFs1HFYzZk2R4Ooo060AKxgM8vrrr/PVV19x5ZVXsn37dkaOHMmAAfIPjxBCCCHE4Ubu7YQ4sqXLroCpmAl2tAnpBk3e5JS01zf5WfnuLt79ZH+0oH3EkCxKJ5VQODA1Be2qomCzmnDYNMwmmXF1tEo4wDp48CDXXHMNBw4cwOv1cv755/OXv/yFrVu38uyzzzJixIi+HKcQQgghhEgiubcT4siXLrsCptNMsCORxx/E5Q4Q6mVJuy8QYsPHlWzYup9AsKWgvXRSMd8oyklJQbuqKtitGhlWE6qqAhJcHc3URJ/4wAMPMHLkSDZt2oTVagXg17/+NWPHjuWBBx7oswEKIYQQQojkk3s7IVKrrKKGB5/fwvwnN/Lg81t4/9MDSb/G7Ckl5DhtmJp/6kvVroDpMhPsSBMMGdQ2+qh3+XsVXum6wfvbDvLI3z9i7X/3EQjqOB1m5p4xnP/vwnEcV5zb7+GVqipk2M3kZdlw2s3R8Eoc3RKegbV582aWLFmCxdKy1jUzM5Of/vSnXHHFFX0yOCGEEEII0Tfk3k6I1Im3pO53L36c9CV16bIrYLyZYAAeb5Cyippuj+do79MyMHB5gri9gV7PRtq+p47Vm3bxdauC9jPGDWbujJG4m3xJGG33qKpChk3DbtVQUzDjS6S3hAMsr9eL2Wxu97jf78eQOXxCCCGEEIcVubcTInX6c0ldOuwKOHtKCc/Ueaht8BKZKGRSFQLBEM+s3tat4O5o7tNSFPD6QzS6/QRDvft3en91E69u3k353paC9vGjBnL2qUVkZ1qxWbV+DbA0VcFuN2O3mCS4Eh1KeB7e6aefzh//+MeYG5rGxkYeeeQRJk2a1CeDE0IIIXqqrq6W++67m7q6ulQPRYi0JPd2QqTO0bakLjITzGYJz6qxaCqKAoGQEQ3uEtVZ+Hck03WdWpePOpevV+FVQ5OfF9d/xeMvfhINr44tzOInF5zIxTNHkp1pTdaQE6KpClkZFvJybGTIrCvRhYRnYC1YsIArr7ySadOm4fP5+J//+R/27t1LTk4OTz/9dB8OUQghhOi+5ctfZPv2bSxf/iJXX31dqocjRNqRezshUiddytX709hhA7DbNNy+IP5gSwDT3eCuP8K/dFqiaAAeXxCXJ4Dei56reAXt+Tk2SieVcFxx/xe0a6Zwx5XdknAkIUTiAdagQYNYsWIFK1eu5PPPP8dsNjNy5EjOO++8aPGnEEIIkQ7q6mrZsGEdhmGwYcM65s69kJycnFQPS4i0Ivd2QqROZEldJMRKVbl6f0tGcNfX4V86LVH0B3VcngD+QKjH59B1g/9uP8R/PthDozsAQIZN48yJQzl19DGY1H4OrjSFTLsFq2ZCJluJ7upW3LllyxYGDx7MxRdfDMCvfvUrtmzZwuTJk/tkcEIIIURPLF/+YnRZlGHoMgtLiA7IvZ0QqRGvXP2SM7/BsIKMPr1uqmcWJRLcdTXGvg7/+rOfrCO6YdDk7X1Je/neOlZv2s2BGjcQnvV0+omDmT6+EFs/z3wyayoZdjNWswnJrURPJdyB9fLLL/OjH/2IHTt2RB+rr6/n+uuvZ/Xq1X0yOCGEEKInNm58m2AwCEAwGGTjxg0pHpEQ6Ufu7YRIrbHDBnD7ZRP49Q1Tuf2yCZx6wqC4zyurqOHB57cw/8mNPPj8Fsoqanp0vcjMovI9tVTXeynfU8szq7f1+Hw9EQnuRhXlkpdtY1RRbszMpkTG2NU5eiu1/WQG3kCImnovTZ6eh1cHatw8vfpz/rJqWzS8Gj9yILddOp5zTivut/BKASxmE7lOK3lZNmwSXoleSvhv7lNPPcXChQujv6EDePDBB5k4cSJPPPEEpaWlfTJAIYQQorumTj2DN99cg2EYKIrC1KnTUj0kIdKO3NsJkf6SuZwtHWYWQee7IiY6xr7cWTFV/WQhXafRHcDr7/lywUa3nzUf7OWDLw5Gw6/hg52UTi5haH5mkkbaNUUBi2Yiw2bGYlZAYiuRJAkHWPv27Ys7nXzKlCn86le/SuqghBBCiN6YMeNbrF37HwAMw2DmzG+leESHj/r6OnzV1exa+Vyqh9KOr/og9fT8xl7Ekns7IdJfMkOnw2Hnw3QYYyr6yZq8AZo8QfQeTrnyB0O8vXU/b31Uib+5oH1gto3SScWMLsntt4J2RQGrZsJhN2PRJLgSyZfwEsLi4mLWr1/f7vF33nmHwYMHJ3VQQgghRG+sW7cm5us331zTwTOFOHrJvZ0Q6S+ZgU5+jh1Tm5/+0m3nw3QYY18vUYxQlHBJe3WDl0Z3oEfhla4bfPjFQR75+0es+WAv/qCOw6Yx5/Rh3HzxOMYMG9Av4ZWigM1iItdpIzfLikVTkfBK9IWEZ2Bdd911/O///i+fffYZJ554IgBlZWWsWLGCX/ziF302QCGEEKK7Nm58u83XG6TEPUHZ2TnUYaLk3MtTPZR2dq18juxsZ6qHccSQezsh0l+85WwAHm+QsoqaboUqh8POh+kyxr5cogjhknaXO4DHF+xxz9WX++pZvWkX+6tbCtqnjh3MjAn9V9AeDq40HDYNi6ZiGPSqdF6IriT8N/v888/HYrHw7LPPsnr1asxmM8ceeyyPPvoo3/qWLM0QQgiRPk455VTeeeetVl+flsLRCJGe5N5OiPQXCXRqG7zozcGASVUIBEM8s3pbt2YGxdv5sK93IezuroepGGP/MvAGdFxNfoJ6z5Ker2vcvLp5N1/sqYs+Nn7kQM46tYhcpzVZA+2UooDdquGwmjFrigRXot90K5qdPXs2s2fP7quxCCGEEEnh9/tjvg4E/B08U4ijm9zbCZHeIoHO7/9VhtcfQjMp6IZBIGT0qAurr2cWtdbTAvr+HGNHuhu8JSKo67iaAngDPetybHT7eePDvby/raWgfdggJ7MnlzC0oH8K2lVFwWY14bBpaGp4racEV6I/dRpgvfLKK5xzzjlYLBZeeeWVTk80Z86cpA5MCCGE6Kn//vf9mK8//PC9FI1EiPQi93ZCHH7GDhuA3abh9gXxB1vSgnQrYG8rXXY97K5k7vwI4YDH7et5SXu0oP3jSvyB8IeZ11zQPqafCtpVVcFu1ciwmlDVhGu0hUi6TgOs+fPnM3XqVPLy8pg/f36Hz1MURW5yhBBCCCHSnNzbCXF4iteFlW4F7G2lw46CPZHM4M0f1Gl0+wkE9a6f3IZuGHxUXsXr7++hoSk8k9xh1Zh1ylAmHV+AqR+CpEhw5bBqmFQpZRep12mAtW3btuj/fvvttxk4cGCfD0gIIYTorcmTT4/pwJo8+YwUjkaI9NEX93ZVVVXMmTOH++67j5kzZ7J3717uvPNOtm7dSkFBAT//+c+ZOXMmAPX19SxYsIBNmzbhdDq58cYbufjii4Hw0t+7776bNWvWoGkaV155JTfccAMAhmHwyCOP8MILLxAKhZg7dy533HEHJpMJgKeffpolS5bQ1NTErFmzWLRoEQ6Ho9fvTYj+9P6nB1j2xva4y9b6u9w8GUvouhO69cWSvZ5KRvCmGwYuT89L2r/aV8+qVgXtJlVh6thBzJgwBLu17wvaVVUh02ZGy7ah9sMMLyESlXBse9FFF/HJJ5/05ViEEEKIpLjkksujU+oVReWSS9JvRz0hUi1Z93Z33nkndXUtZcI333wz48aN47333mPBggX89Kc/paamBoC77roLh8PBxo0bWbx4MQ899FA0VHv00UeprKzkjTfe4LnnnuOFF15g7dq1ACxdupR169axYsUKVq1axX//+1+ee+45AN58802WLFnCs88+y/r166mvr2fx4sW9fl9C9Keyihp+9+LHlO+ppbreS/meWp5ZvY2yivD3TqQLa1RRLnnZNkYV5fZ4SVsiY3lm9bYOx5Ko2VNKyHHaMDX/xNlR6Jas6yVLfo49OuaIxGe7GXgDIWrqvbi93Q+vDtZ6ePbVbSz59+fR8GrciDxuu/QkSieX9Hl4pakKzgwLA7NtZDutEl6JtJNwgGUYBhaLpS/HIoQQQiRFTk4uU6dOA2Dq1Gnk5OSkeERCpJ9k3Ns9//zz2O12Bg8eDMBXX33F9u3bufHGGzGbzUyfPp3TTjuNl19+maamJtasWcNNN92E1Wpl3LhxnHvuubzwwgsArFixgnnz5uF0Ohk2bBjf//73WbZsGQDLly/n6quvpqCggPz8fObNmxdz7KKLLmL48OE4nU5uvvlm/vnPfxIK9awoWYhU6GzZWsTYYQO4/bIJ/PqGqdx+2YQ+m6GUyFgSkWjolqzrJUuiwVtbIV2nzuWnvtHX7R0GXZ4Ay9/eyeJ/fsy23eFfCJQc4+SG80/ge2eOItdp69F7SZRmUsjKsJCXYyPDqklwJdJWwhHuhRdeyPXXX88FF1zA0KFDsdliv4mkJ0EIIUR/efvt9WzYsK7T59TUVGM2W/j66/3cf/8vO33utGkzOOOM6UkcoRDpr7f3dhUVFfzlL39h2bJlXHDBBQDs2LGDIUOGxJxr+PDhlJeXs2vXLjRNo6ioKObY66+/Tn19PVVVVYwcOTLm2NKlS6PnbXvsyy+/xDAMduzYwVlnnRVzrLGxka+//prCwsIefDJC9E5Hy+HKKmpYtvZLDjTPrMnJNGOzanh8Iepd7XfLTVVfVDK7qxLZUTDdurIiwVuiSxoNwO0L0uQJoHczuAoEdd75ZD/rP6rE17w7YV6WjXMmFXPCsL4vaNc0hQybGbul75clCpEMCf9NfeKJJwD4wx/+0O6YFH0KIYRIN42NjWiahqbJTZkQ8fTm3i4YDDJ//nzuvPPOmBmObrcbuz12mY3NZsPr9eJ2u9uFZJFjHk/4B9XWr40cA/B4PDGvtdvt6LqO3++Peyzymu7Iy+ufbeiPVPn5zpRd+/1PD/DC2nIO1brJz3Vw8axRnHrCoJSc6/1PD8Tdwe6s04r59zs7aXQHos+tqvcBPkxqOLBR1fBMmGAoHIKYVCjIdfT7Z1uQ64jbXdVXY+mL6/V2nDPzncw8tet+MY8vQGNTALNVIcdqTvj8umHw3qcHWP7WV9Q2+ABw2DS+c/pwpp88FK3tGsYk01SFDIcZh9WM2kk5eyq/r48k8jkmT8J39a1LP3tDij6FEEL01hlnTO9yxlRk1tUddyzsjyEJcdjpzb3dE088wZgxY5g+Pfb70G63R0OnCK/Xi8Ph6PRYJIDyer1kZmbGHINwmOXz+aKv83g8aJqG1WqNewwgIyOjW++putrV7dkTIiw/38mhQ40puXakPykSgNQ2evndix9ztdvX7SV2yTjXsje2x10Ot+KtHbh9wbivMakqIV1H10E1KYARXbZWOrm43z/b0snFHKx1tyuM76uxJPt6/fH3UTcMmrxB3N5At3uudlTWs2rTbiqrmoD2Be0N9X0z80wBzGYTGTYNxWzC4/Lhcfk6fH4qv6+PJPI5dp+qKh3+UqnLaNftdrN27Vreeecdmpqaej0YKfoUQgghhEidZNzbrVq1in//+99MnDiRiRMnUllZyW233cbOnTvZt28ffn/LcqidO3cycuRISkpKCAaDVFZWtjuWk5NDXl4eO3fujDk2YsQIAEaMGNHu2LHHHhs9tmPHjphjTqeTgoKCHr03cXhJZn9SMs7V0XI4rz9+eBU+3pKAKNDnJe1d6c/C+FRcr3cMfM0l7U2e7oVXB+s8/PW1L/jTys+j4dWJx+Zx6yV9W9CuKGA1m8h1WhngtGI1m5CGK3G46vS7ZNu2bVx//fVUVVUBUFBQwOOPP864ceN6dLGOij6XLl3arujz0ksvZc2aNbz22mvtij7vuusuVqxYwUMPPYTT6cTpdEaLPmfNmhVT9Akwb948Hn/8ca688sqYok8IB2jXXHMN8+fPj87QEkIIIYQ4EiXr3u7VV1+N+XrWrFncddddzJw5k9dee43f/OY33HLLLbz77rts3ryZhQsXkpmZyZlnnsnDDz/MvffeS3l5OStXruSpp54C4LzzzuOxxx5j8eLF1NXV8be//Y358+dHjy1ZsoTJkyejaRp/+MMfmDt3bvTYwoULOeeccxg8eDCLFy9mzpw5qGrfLsER6SGZ/UnJOFe8EMKkgtWsdTIDSyGkh2ddjRiaze2XTYge66hPK5k6ukZ/Bkj9fb2e0HWdBk8Any9EdyZduTwB1n64l/c+/5pIVll8TCazJ5dQfEzfLS1TFLBqJhx2MxZNAYmtxBGg0/+yP/zwwxQVFfH3v/+dZcuWMXz4cH75y86LcDsSKfq8++67o4/1pOizvLy8w6LP8vLy6Hk7K/pseyxS9CmEEEIIcSRL5r1dRx577DG++OILpkyZwn333ccjjzwS/eXlPffcQzAYZPr06dx0003Mnz+fk046CYBbbrmFYcOGUVpayuWXX84ll1xCaWkpAJdffjmzZs3ioosu4jvf+Q4nn3wyP/jBD4BwePbDH/6QefPmMWPGDJxOJ7fffntS35NIX/k5dtrWBZnU8OP9fa6yihrqXT7aZqcOm5nSKcU4HfE7kkK6Hnenu8iSxvI9tVTXeynfU8szq7dRVlHTrffV1Zj7+hqR6zz4/BbmP7mRB5/fkvTz96VISXtVgw9vN8KrQFBn/Uf7ePjvH7Hps3B4NcBp5bJvjWLeeSf0WXilKGCzmMh12sjNsmLRVCS8EkeKTmdgffTRRzz77LOMGTMGgHvvvZdzzjkHt9vdrc6oI7HoE6TsUwgh0pnZHJ5VezgXZ6biPUSuma7MZtNh/Weaasm6t2srUuMAMGTIEJYsWRL3eTk5Ofz2t7+Ne8xms7Fo0SIWLVrU7pjJZOLWW2/l1ltvjfvaq666iquuuqoHIxeHu9lTSnimztOuP6l1ENRf51r17i7c3gCqoqBp4VlViqKQnWnhO5OHUTIoi2Vrv+Tr5l0Is1vtQpifY+eSM7/BsIKMmPN1tKQxWbOV+uMabbvFIsX26btMsEUgpNPoDuBv3iEwEbphsPXLal5/fzd1zbtLKkBulpVzp5QwuqRv3nM4uNJw2DQsmoph0O1+LiHSXacBVlNTEwMHDox+XVRUhMlkoq6urls3OUdi0SdI2acQQqSzQPPN5uFcnJmK9xDoxk16KgQCoZjPo7OiT9Fesu7thEgXkf6kZCyz6+25WpYgGs3/F/7fHl8oev6x154W97VlFTW8sLacg7Xu6HWTuTyy6zEn9xqtlyV6vEECwVCfhmTJZmDg8nS/pH3n/gZWb9rF3kOx/YIGUNfoY8U7FZhMKqOG5sQ/QQ+oioLNasJhNWPWFAmuxBGt0wBL1/V2/QGaphEKde/mdtWqVRw6dIhVq1YB4HK5uO222/jxj38cLfq0WCxAuHhz0qRJMUWfhYWF0WNtiz4jN2Hxij4jU9Kl6FMIIYQQInn3dkKkk2T2J3V1rs46qfJz7DGzmSB2CWJHr+1ohpLdasKk0uH5kqGrMfdE2/cTPqeCZlIIhsLJSrKDuGRRFPD5QzS4/dGxJqKqzsOr7+3ms4ra6GMZNg23NxiNMnUDGpr8rP+oMikBViS4yrBpmJr/XZfgShzp+qXd8tVXX+XDDz/kgw8+4IMPPqCwsJBHHnmEefPmMXLkSH7zm9/g9/tZv349mzdv5tvf/nZM0afH42Hr1q2sXLmSOXPmAC1Fn3V1dVRUVPC3v/0tpsxzyZIlHDhwgKqqqnZFn//4xz8oLy/H5XJJ0acQQnSgrq6W++67O2bnWCGEEOJoFa8v6o8rPuUXf97M/Cc34vIEcNjM0R6t1ksQO+uaireMr7rey6FaT4fnS5bZU0rIcdqSeo227wfCOy2qSksPU7KDuGQI6QZ1Lj+1Ll/C4VWTN8Ar71Twmxe2RsOrooJM5p13AmZNbdeXpRtQ0+Btf6JuUFWFDLuZvGwrWQ5LNLwS4mjQ5V6dzz77bEzXVCgU4rnnniM7OzvmeT/+8Y97NIDHHnuMX/ziF0yZMoWBAwe2K/pcuHAh06dPx+FwtCv6vO+++ygtLUVRFK666qqYos+qqiouuugiAoEAc+bMiSn63Lt3L/PmzaOhoYHp06dL0acQQsSxfPmLbN++jeXLX+Tqq69L9XAOG0uXPs3u3d3fvj2eXbsqALj//uSUbBcXl3DFFdck5Vzi8NXX93ZCHGkiIdOXe+sJtkplQjo0ugO4PAFUBeoaw4XtgwdmRHutIrOsHnx+S4ddU/GW8QH4AjqBkM4Apw0D+mQXwmQuwYzo6P1EQqG+COJ6wwA8/iAudyDhephAUOfdTw+wbss+vP7wDNZcp5VzTivixGPzUBSFAVk2Gpr8tD6lqsCALFsHZ+2cqio4bBp2i4ZJlVJ2cXTqNMAqLCzklVdeiXls4MCBvPbaazGPKYrSrZscKfoUQoj0VldXy4YN6zAMgw0b1jF37oUxm3CIju3evYudO76gYGDv+4Ts1vBPAE0Ne3p9roNV7l6fQxz++ureTogjVevlcB3t5GYYgKKgKOD2BhiSn8miayfEPKezrql4y/gidB3qXH5uunhcn/VFJXMJJsRflqg274xnt2l9EsT1VDBk0Oj240uw/9EwDLZ+Vc3r7++htjHcq2yzmJh58hCmnDAIrdU2ltPHF1LT4I2GWKoCWRkWpo8v7NYYTZHgyqrFzGIT4mjUaYDVOmgSQghx9Fi+/EWM5iIFw9BlFlY3FQx0cMX5Y1I9jBhLX/481UMQaUDu7YTonlXv7qLB5cOkqviDcRImwrFWSDewaCr+kBG326mzrqnZU0r44yEXje5A3PMHQ3paF5631dFujum066CBQZM3SJMn8ZL2igMNrHq3paDdpCpMPv4YZp48BIfN3O75o4bm8N1vHsv6jyqpafAyIMvG9PGFCfdfaaqC3W7GbjFJcCVEsy6XELZVVVXFV199xUknnURTUxN5eXl9MS4hhBAptHHj2wSDQQCCwSAbN26QAEuII5Tc2wnRsX2HXOgGhOJNj2oWyT9CutFht1NHoU5kJlJ2pgWXO9CuMykiHQvPO9IXyxKTJVzSrtPg8REMJpZcVdd7eXXzbj6tqIk+dsLwAZxzWhEDszvv8Ro1NKfbhe2aScHRHFwpHcz6E+JolXCA5ff7WbhwIf/6179QVZXXXnuNBx54AJfvCyyuAAAgAElEQVTLxeOPP47T6ezLcQohhOhHU6eewZtvrsEwDBRFYerUaakekhAiyeTeToiuhUIGoQ56kVrvqgfhpbfZmda43U5dhToeX6jD8EpV0q/wPKKjnRWTvSwxGXTDwOUO4PEFE5p15fYGWPvffWz+7Ovo34Gh+RnMnlLCsEFZSR+fpilk2MzYLd2eYyLEUSPhLQsef/xxysrKeO6557BarQBcf/31HDhwgF//+td9NkAhhBD9b8aMb7VaQmgwc+a3UjwiIUSyyb2dEF3TTPFnwCgK0f9OQjhkGpRn73SZ3NhhA5g9pYT8HDuH6jysencXZc2zevJz7JhUiLehXG5W+hSet9bZzorpxuMPUl3vxe3tOLwq31vHn1Z+xv8t/ZCH/r6FB5/bwsayA4R0g5xMC5fOGsmPzx+b9PDKrKnkOK3kZdklvBKiCwkHWKtXr+Z///d/Ofnkk6OPTZgwgXvuuUf6FIQQ4gizbt0alOa+BUVRePPNNSkekRAi2eTeToiuFeZn0nbDN1WBIfmZjCrKJS/bxuiSXG65dDyLrp3U6ayjzgKf2VNKyHHaUAgvL9RMKqoCQwsy06o7qrVV7+7qcGfFdBHUDWobfdS7/B3OpINwePXS+q/YWdlAfVOAmgYf/qCORVP59qRibr1kPCeNHJi0LioFsJhN5DqtDMiyYTObZLGgEAlIOOI9ePAghYXtd0wYOHAgjY2NSR2UEEKI1Nq48e2YGVjSgSXEkUfu7YTo2uwpJRyK0111yayR3Q6VOgt8br9sAjdeeBLL3tiedr1RHelsZ8V04PIGcHuC6AmsF3ztvd3UN7Uv0R+c5+CbJ3Vv18DOKApYNBMZNjMWs0JHO1sKIeJLOMAaM2YMb7zxBtdcc03M48uWLWP06NHJHpcQQogUmjr1DN56602CwSCapkkHlhBHILm3E6JrySwk7yrwOfWEQQwryEjGsJOio36riM52VkwVRQl3V1U1eBIqaa9u8PLa5t1UVrnjHq9v8idtXFbNhMNuxmpWE975UAgRK+EA62c/+xnXX389H330EcFgkD/+8Y989dVXfPzxxzz11FN9OUYhhBD9bO7cC9mwYR0AiqIyd+6FqR2QECLp5N5OiMQkq5C8N4FPV2FSos9JVGS5Y2S8dY1enqnzxCxn7GxnxVQI6QYuTwCfoXQZXrm9Qd7cspdNn37d4dJCVYEBWbZejUlRwGbRcNg0LFo4uJLwSoieS7gDa+LEiTz//POYzWZKSkr45JNPKCws5KWXXmLq1Kl9OUYhhBD9LCcnl2nTZqAoCtOmzSAnp3tbQAsh0p/c2wnRvyI9V6bmn8ASDXwSKUvvTaF6WUUNDz6/hflPbuTB57dEg7Cu+q0is9MiXWCjinJT0tdlAG5/kOoGLx5fsNPnBkM6b2/dz0N/38I7n7QUtE8fX0h2hjnad6YqkJURfrwnVEXBYdPIy7KTk2nBbJJZV0IkQ7e2ORgzZozsSiOEEEeJuXMvZN++vTL7SogjmNzbCdF/erocsbMwKfLaRJ4D7WdpnTA8l3VbKtvNtPIHQgn1W3VndloyZ4hFBEI6je4A/kCo0+cZhkHZzhpe27ybmkYfAFaziRkTCpk6djBmTeXYwizWf1RJTYOXAVk2po8vZNTQ7v0CT1UUbFYTGTYNU/OWkhJcCZE8nQZYd911V8Inuueee3o9GCGEEOkjJyeXBQvuTvUwhBBJJPd2QqRWT5YjJlKWnshz4i0L/GpfPaGQTmQVXeRxq1nDpJLwcseuwqlEliR2h4GByxPE7Q10GRDt/rqRVZt2sftrFxCeXXXamGOYdcpQMu3m6PNGDc3pdmAVoaoKdquGw2qKBldCiOTrNMCqqKjop2EIIYQQQoi+Jvd2Qhx+EunOSuQ58WZpGYZB2wqokA6+QAiHzYzbG+iy3yqRcCrRGWJdM/AFdBrdfoKhzpOrmgYvr723m092tCyjHFOSy7cnFSetaF5Vw0sF7RYNkyo7CgrR1zoNsP7617/21ziEEEIIIUQfk3s7IQ4fkVlN+w65UBQVVQnPlIoXJiVSqB5vlpbJpKDHKTw3MGjyBtH1yPNUZkwojBs2JRJOJTJDrCu6rtPgCeDzhegsumryBli1aRfvlh2IFrQXDsxg9uRiji3MTvh6nTFFgiurhqpIcCVEf+lWB1ZNTQ07d+5Eb/6XzDAM/H4/n3zyCTfccEOfDFAIIYQQQvQNubcTIjF90d/U1fVaz2oymxRMJpVMi0Zhfka76yfSr9V2lpZmUgjpettLo0DzbnktMVEwpPP6e3soGZTV7n1HwinNpKAqCiHdQFUV9h1ydXhtSHwHRgPw+IK4PAH0DnYMjIxx82dfs27LPpq84TL37AwLZ59WxEkjByYlaNJUBbvdjN1ikuBKiBRIOMB6+eWX+cUvfoHf70dRFAzDQGn+pi0uLpabHCGEEEKIw4jc2wmRmN72N/Uk/Go7qykQMjCpBoX5Gdx+2YQenbv1LC0A3TDQ9XAnVCQX0kzhfwPaLs/TdfD4QixbW84quyXmevk5duobvc2vCb8upBsYRnh8Y4cNSGiGWDz+oI7L03lJu2EYfLqzhlff201NQ0tB+/TxhZx+Yrigvbc0k4KjObhSkOBKiFRJ+Lv597//Peeffz7/+c9/yMrK4qWXXuKpp55i8ODBzJs3ry/HKIQQQgghkkzu7YRITGdL5LoSCb/K99RSXe+lfE8tz6zeRllFTaev604pe6LnjszSGlWUi6qo0eWBrSc1qYrSYSm6rutUHmpqd728LAvB9hO50A09+hm1vnZeto1RRbmdBoC6YdDoCVDb6O00vNpz0MVTr3zGc2vKqWnwoSrwzQlD+On3xjNjwpBeh1eappCdaWFgth2HRZPwSogUS3gG1t69e3nyyScpKipi9OjRHDx4kBkzZnDnnXfy2GOPccEFF/TlOIUQQvSzurpannjit/zkJ7eQk9OzXXnE4clXfZBdK59LyrmC7iYANEdGr8/lqz4I2c5en0eEyb2dEImpPOTqcX9TT8vLe1rK3tW5I7sgzn9yI9X13nbHgyEDk0mJdke1ZhBeWkibHQu3bA/GvZZJVWM+o8R2YDTwBnRcTX6CnSwXrG308tp7e9j6VXX0sdHF4YL20SMGUlPT1MV1OmfWFDLsFqxmk0RWQqSRhAMsu92O2rwlaElJCdu3b2fGjBmMGTOGXbu6/u2DEEKIw8vy5S+yffs2li9/kauvvi7VwxH9pLi48+Uc3bWrLvzDRcngQb0/WbYz6eM7msm9nRBdK6uoweNvPwNIVRLrb+ppeXlPS9kj5+5qaWG8gExVwGYxhYvddSMmxFJViFOXRUgHrz9+gBUKGd3a7S+o67jcAbxxPu8Ijy/Iui372Ni6oD3PQenkEkYM6V1BuwKYzSYybBoWCa6ESEsJB1gTJkxgyZIl3HnnnRx//PEsX76cH/3oR3z88cdkZPT+t6pCCCHSR11dLRs2rMMwDDZsWMfcuRfKLKwE1dfXUVPtZunLn6d6KDEOVrkZYNR1+bwrrrgmqde9//5fAnDHHQuTel7Re3JvJ0R7bYMfl8cPhhHTEwWgKEqH/U2tz+HxBtu9NpHy8q5K2csqavB42wdHJhXsVlOXnV2RgKy2wRsdm6qqlE4p5juTh1FWUcOytV/ydbUbgKxMMy53EF+b5XwmFaxmDa8/SNsJUwYGJwzP7fR9AmzbXcv6jyvZtb8Bh83M9PGFjBoae88R0nU2f3aQtR/uxe0Lv++sDAtnn1rE+FG9K2hXFDBrJjKbgyshRPpKOMC67bbbuO666yguLuZ73/sef/jDH5g0aRJNTU1cddVVfTlGIYQQ/Wz58hcJhcI3qaFQUGZhCXEEkns7IWLFK2uP9EG1DWfiLbGLdw5zcyl6JMRKtLwcOl5yF7lGIBjCpLYs91OV8LlB6XJp4dhhA5gxoZAVb1dA87JBDIN1WyqjOw2Ovfa0mOvpuh73ejMmFLJuSyU19V5afyqKQsz52lIU+HRXLcveKGdf8zJNVfFQ0+Dlu988llFDczAMg8931bJ68+7okkeLWWX6SUM4fdwgLFrPAydFAYtmIsNmxmJWQOZcCZH2Eg6wRo8ezZo1a/B4PNhsNn7961+zadMmRowYQWlpaV+OUQghRD/buPFt9Oa1Arqus3HjBgmwEpSdnYOmNHLF+WNSPZQYS1/+nIwsmUUnWsi9nRCx4nVKdUQBFr+wlZFDs2NmRsXbPVBTQTcUVMXAataYMaEwod0LExmnZlKwaCrBkIHNYuLq0tE8s3pbQssWP91Zi67r6AbowXD01Droiswk+3JvPcHmE8a73thhAygZlMXv/1WG1x9CMynohkEwZHTYyRXSDVyeACs27GTvQVc0INQNaGjys/6jSuwWjVWbd1GxvzH8mStw6ugCzjxlKE6Hpcefn6KEdyl02MxYzWq70vqe7BophOgfXW7L8PLLL3PBBRdQWVmJ3W6npqaGs88+myuvvJInnniCt99+O/pbeiGEEEeGE08c1+br8SkaiRAi2eTeToj44nVKdcQAQiE9Zue/sooavtxbDyhoppbZPEE9vKueboAvEGTdlsoudyFMdJzBkIE/qKMbBnabxthhA8jPsWNq81NevGWLXXVoPbN6G9t310bDq46uB+EZXXabhm6EjwdDRsz5Wn9ubn+QmgYvHl+Qg7XudrPbdCO8u+ATL5dFw6vjinK46aJxnD/t2B6HV4oCdqvGgCwbuU4rFi1+eNWTXSOFEP2j0xlYq1at4o477mDu3LnY7eF/8G6//XZcLhd/+tOfcDqdLFiwgGeeeYZrr722XwYshBCi7+3Zs7vN11LoLMSRQO7thIivo06pzhiEu7DqGr0sW1tOvcsfE/bE03o5HxAz0+eSM7/BsILO++ci41QVJWamU+uAKpECeIgtctdMCqqiEAwZeLxBlq0tj+nHaiteIBavGB7CoRFAIKTT6A7wWUV1eMlhgxevL4QCtL1MIBg+yeA8B6WTShg5tOcF7aqiYLOGZ1yZTQqGQbvgKqKnu0YKIfpHpzOw/vrXv3LLLbfwwAMPkJuby7Zt2/jss8/4/ve/z+mnn864ceO4+eabeemll/prvEIIIfrBgQP723xdmaKRCCGSSe7thGivbadUd0TKw/cebKLRHUjoNSEd9h1ytZvp87sXP+50pk9knOHC9JaZTiZVwWEzRwOqSAH8qKJc8rJtjCrKjSlwj5g9pYQcpy0a6kRmVnn9QSoPNXUYXkH8QGz2lBIcNnPMY5oW7tb6eGc1NQ1ePt1ZzUvrd1Cxv4E6l59gKNQuvAJwWDUunH4sN373xB6HV6qq4LBp5GVbyXJY0FSlw+Aqoqe7Rgoh+kenM7C++OIL7r333ujXGzduRFEUZs6cGX3suOOOY/fu3fFeLoQQ4jA1aNDgmBBr0KDCFI5GCJEscm8nRHsddUrpXaUdEJ5x1c3ub1WBJk8wJvBSFIV6lz9ur1bbcarNjfCRgCleoXxHBfBtn3N16Wh+/6+y6M5+0L6wvi0FCARC0VlkrZcRZmda8PhCGIaB02Emw67R6A7wyoadXH/u8az/qJKGJn/0GsE2YZGiwPiRA5l7xvAe7wioKJBhN+OwmjCpXTbmxIg3iyyRXSOFEP2j0+9owzCwWFrWGL///vs4nU7Gjh0bfczr9WK1WvtuhEIIIfpdUVFxm6+73i1JCJH+5N5OiPY66pQyqQpd5R8GoCfYmwXh8Cr8utiUSNcNgiGdYJterXjjVBWlXcjk9gaigVJ3RLqrEqEQDocMoMEdiDtOjy+EosCAbBsmk8rXNR7qm/zUNIR3EKzpZFniqaML+PkVJ3PxzJE9Cq9UVSHTYSY/x47Tbu52eAUts9IiHWLd2TVSCNH3Ov2uHjlyJB9++CEALpeLTZs2cfrpp6MoLb9meP311xk1alTfjlIIIUS/+uSTrW2+/ihFIxFCJJPc2wnRXkel54MHZmDtIkhJZPKVqoJZU8lyWLBZNEyqgrnNBVuHOm17stqOM96Mq7bL3Moqanjw+S3Mf3IjDz6/pdOlifHeP7SEbRGKEtsdFW+cwwY5GZhtw+UOUF3vJRgyUBUYkGUDIKuDAvah+Rl895s9K2jXVAVnhoWB2TYybWbMWs9mbkHiyy+FEKnRadx+xRVXcO+99/LFF1+wZcsWvF4vV199NQDV1dW88sorPPXUUyxatKhfBiuEEKJ/TJ16BmvX/qfV19NSOBohRLLIvZ0Q7XVUej7p+AL+vbEi7ms0k4LdqjEkP5PyPbWd7l5YODCDS2aNYuywAcx/ciPu+iCaCUyqEjeMgvi9S5Fx1rv8tK09b73MLdKVFXk/dY1enqnzdBjEtH3/EA7dVEVBhWi5uxFnSWVknIoCn+6qpcEd4GCNGxQlGoBlZViYcsIxvPbebvZVNcW8XgGyMy2cdWpRxx9gBzRVwWE3Y7eaULq7jrMTiSy/FEKkRqczsM4//3zmz5/P5s2bCYVCPProo4wfH95K/fHHH+ehhx7i2muv5fzzz++XwQohhOgfp5xyWszXEydOStFIhBDJlOx7u1WrVlFaWsqECRP4zne+w5o1awCor6/nxhtv5JRTTmHGjBm88MIL0df4/X4WLFjAaaedxtSpU3nyySejxwzD4OGHH2by5Mmceuqp3HvvvYRCoejxp59+mmnTpnHyySfzs5/9DLfbHT22cuVKzjzzTCZMmMC8efOoqqrq1Wcljh4dzbr5dGctwVD81wRDBkPyM2OWnLWdsZSXbeW2741n0bWTooFIZLZTMGSgKJ3P4GrbuxQZ56A8e8y12i5z62wnvUTev2ZSUZrfY+sllZpJbTdTy2pWGDEkiy3lVTyz6nO+2ltHyAjPEjMMGJhjY3RJLi9v2Mn6jyoJ6QZWs4pmUppfb+K04wsYNTSH8r11/GnlZzz43H/508rPKN9bF3e8mkkhK9NCXo4Nh1VLanglhEhvXS54vvTSS7n00kvbPT5v3jxuuukmcnNz+2RgQgghUmfp0mfafP0X7rvv4RSN5vBzsMrN0pc/7/V5mpoLfjMc5i6e2bWDVW6GZ/X6NOIIkKx7u507d7JgwQL+/Oc/c/LJJ7Nx40Z+9KMf8dZbb3H33XfjcDjYuHEjX3zxBT/84Q858cQTGT16NI8++iiVlZW88cYbVFdXc+2113Lccccxa9Ysli5dyrp161ixYgWKojBv3jyee+45rrzySt58802WLFnCs88+y8CBA7nttttYvHgxP//5z9m2bRsLFy7kz3/+M8cddxz33HMPv/zlL3nssceS/fGJI1S8WTfPrN4Wd9YRhMOqSNH61aWjWba2nMpDLbOLwkFP+2Cl9Wwnw2jbhNX+/HHHee0kyipqWPXuLg7VecjPsceUvvdkJ73W7//B57dQvqc25rhJhWPy7Hh8oWg4lp1hZlBeBuNH5bNyYwXV9e37rWob/Wz69GsgvIyyqCCDXQca0ZsL84OhEO99dhCA9z47GC14b2juzfruN49l1NAcILyjYabdglUzoUhmJcRRKbHGvjgGDRqUzHEIIYRII5WVe2O+3rdvbwfPFG0VFyev6LWqtgKAgkHdX1rR1vCs5I5NHHm6e283fPhw3nnnHTIyMmhqauLgwYNkZGRgsVhYs2YNr732GlarlXHjxnHuuefywgsvcNddd7FixQoeeughnE4nTqeT73//+yxbtoxZs2axfPlyrr76agoKCoBwqPb4449z5ZVXsnz5ci666CKGDx8OwM0338w111zD/PnzeeWVVzjzzDM56aSTAPjZz37G6aefTnV1NXl5ecn9oMRRIz/HHne5HkBuljVm971VdguK0hR9autZT62DsUjgterdXXy1t54QLUmT0nwlRYHC/IxOl7F1tsyttzvpdbSk8pJZ4W68/7y/B18ghMOqcfI3BjLsGGfccnYDCAR1FOCU4/IZMSSLf67bEVOYryrgcvt5a8t+/MFQ9ByREGvD1v0cP2wAGXYzVrNJ5loJcZTrcYAlhBDiyGW3O/B43DFfi8RcccU1STvX/ff/EoA77liYtHMKkUwZGRns2bOHs88+G8MwuPvuu9m9ezeaplFU1BK8Dh8+nNdff536+nqqqqoYOXJkzLGlS5cCsGPHjnbHvvzySwzDYMeOHZx11lkxxxobG/n666/ZsWMHEyZMiB7Lzc3F6XSyY8cOCbBEwtrOajpheC77DrlodLcvuPIHdMoqano06ykSPs1/ciPV9d7o45H8R4FoWNSd8UZmYXUUQCW6k17rkK3tuQ0MSo5x4vYGYgrdB2TZqHf520V9dquJ6889nsF5Gfxp5WftOr90I7x7oC8QinmtZlLIdFgwmRQGZNmOiOCqs1lzQojESIAlhBCiHZ/P2+nXQggRMXjwYLZu3coHH3zAT37yE6677jpsNlvMc2w2G16vF48n/MO83W5vdwzA4/HEvNZut6PrOn6/P+6xyGvaHoscj1wvEXl5mQk/V7SXn+9M9RB65f1PD/DM6m3UNs8kqq738uXeeqaeOIjNnx7AF4hNp9zeAKs37WbmqeFQqCDXEXfWU0Guo8PPJt5rAIYUZEbP29V42xa133jhScw8tYRMh5UX1pZzqNZNfq6Di2eN4tQTEp9lOTPf2W4MTR4/jW4/VrsFq71lt0CvL0iu08YOGmKen2HTuOY7x3PCqHwAahvi30uEQgZWswl/MISqqjgdZqwWEx5vAJOqUtCDv1vp9vexsz+v7vy59Ld0+xwPV/I5Jo8EWEIIIdrRdb3Tr4UQIkLTwreTU6ZM4eyzz6asrCwaSEV4vV4cDkc0ZPJ6vWRmZsYcg3CY5fP5oq/zeDxomobVao17DMKzwFqHYK2PR86biOpqF3oHO8KJzuXnOzl0qDHVw+iVZW9sj4ZXEcGQzoaPK7Ga2+97FdLhYK2bQ4caKauoodHti5mRFJn1VDq5uMPPpnRyMQdr3e1mSl08c2SXn+eyN7bHLWpf9sZ2hhVkMKwgg9LJxax6dxcHa90se2M7LrevRzN+dF2nwRPA5wvxwrpytmyvjs6WKirIoKbRT5Mn0Py+FSxmlUEDHMyYMIQheQ5qasLdYLlZNurizNIymRRmnlLI57vr8PlCNLgDNLp9ZGfa+Pakjj+/jqTj38eu/rzSUTp+jocj+Ry7T1WVDn+pJAGWEEKIdlRVjQmtVLXTTWuFEEeh9evX85e//IWnn346+lggEKC4uJi33nqLyspKCgsLgXDh+8iRI8nJySEvL4+dO3cycODA6LERI0YAMGLECHbu3Bntstq5cyfHHnts9NiOHTui19q5cydOp5OCgoLo6yJqamqor6+PnleIttou59p3yNWuwwnAMMDr1zGbFAKhlidEOqXKKmqiM2sUBbTm/34OHpjJJbNGdtlj1XqpXkGug9LJxQmFTF0tWSyrqOGPKz7F4wthGAb1Lj9/XPEpPzzvhIRDLMMAtz9IkyeArhv8c105/91eHfOcPQfD4ZTZpDLtpMFMO6kQq9kU93zTxxdS0+CNWWpot5iYPbWEsyYWc+L+ela8XYE/qFNUkNluid3hvASvJ8X6Qoj2+jXAWrVqFY899hgHDhygsLCQW2+9lW9961vU19ezYMECNm3ahNPp5MYbb+Tiiy8Gwlst33333axZswZN07jyyiu54YYbgPBWy4888ggvvPACoVCIuXPncscdd2Ayhf/RfPrpp1myZAlNTU3MmjWLRYsWRX8Tt3LlSh599FFqamo47bTT+NWvfhW9kRJCiKPdlCln8M47b7X6elq/XHfp0qfZvTv+Nt/dtWtXBdDSI5UMxcUlSe24EuJwdvzxx1NWVsbLL7/Meeedx4YNG1i/fj3Lli1j//79PPzww9x7772Ul5ezcuVKnnrqKQDOO+88HnvsMRYvXkxdXR1/+9vfmD9/fvTYkiVLmDx5Mpqm8Yc//IG5c+dGjy1cuJBzzjmHwYMHs3jxYubMmYOqqpx77rl8//vf58ILL+TEE0/kkUce4Zvf/Kbsli3iah06hXRieqg6ohvh0Kptp9Sqd3e1WQaoY1Ih025OKFxpXcYemamRSFDTVVH7srXlNHkDtPwuyqDJq7NsbTljr50U81m0vdaJwwfgC+g0uv0Egi0X2NImvGrttu+NJzvD0uFxgFFDc/juN49l/UeVuDx+hhY4OfOUoRxfkothwOiiXEZfFvs9Gxlf5SEXHn8IDINAyIguwbu6dPRhEWL1tlhfCBHWbwGWbLUshBCHj0suuZyNGzdgGAaKonDJJZf3y3V3797Fl19ujy4t6o3IFtsHDlT2+lwALpcrKecR4kiRn5/P73//e+677z4WLVrEsGHD+N3vfseIESO45557WLhwIdOnT8fhcDB//vzorKpbbrmF++67j9LSUhRF4aqrrqK0tBSAyy+/nKqqKi666CICgQBz5szhBz/4AQCzZs1i7969zJs3j4aGBqZPn87tt98OwJgxY7jnnnu48847OXToEBMnTuT+++9PzQcjUq6rAKh96NQ13TAYkp+BxxeKnhPgy731gIJFU9ANg2DI6NXMmrbhWkdBTVdF7QeqPbRd/a/r8HW1p8NrNTb5WL4hRDCkM3iAI2ZJZH1T+6V/rXUVXkV8oyiHcSMGkmEzY9YUDIOY63T2WUB4iaJmUgg2h1htd3lMV70t1hdChPVbgCVbLQshRHp4++31bNiwrsvnWa02vF4PTmcWTz75206fO23aDM44Y3pSxpeZmckpp5ySlHMl04cffpjqIQiRdiZOnMhLL73U7vGcnBx++9v4/27YbDYWLVrEokWL2h0zmUzceuut3HrrrXFfe9VVV3HVVVfFPTZ79mxmz57djdGLI1G82VXbd9dSmJ/BpOOP4dOdtWzfXRt3uWBnTKpKpt3ComsnxFwn2JyshHQDk6pgNoGBSr3Lz4PPb4kJz+Ltcvjpztro15ec+Y124VokxGob1IwdNvr37w4AACAASURBVIAZEwpZ/e5uvP4gVrPGjAmF3QpzWl8r024m02HmYK2Hle9UcP25xwPwWUUNKzdWUOfyd3ieRHYIVBUFm9WEw6ZhNqmdBlfxxhcR0g0smgr0Lijsb53t7CiESFy/LiGUrZaFEOLwoigqBQXHpHoYQgghRELihR66Afur3PxrfbhDTVUV9FDiCZYCGIYeE5ZErtNaSDcIha8IQPme2ujsKSAmWGtw+di+uzY6vrpGL7978WP8gVDcrqTKQ03Rr8sqali2tpzKQ03RIM4XCLJuSyUlg7IYO2wAg/Ic7D3YfubwMXktGxscqvOgmUzkZVsIhgwO1XqiQZyuG6zatIt3Pz3QZdA04Rsd//ykqgp2q4bDasLU3KfZ1flajy/eLLlQ85s+3JbgtV4uKoTomX4vcT9StloG2W5ZCHF4+u53z+W73z23y+f9v//3/wD4v//7v74eUpS5g+LXdGE2m/p1K+TI53E4b798JLwHIcTho6vQA+hWeAWAEg6R6l1+fvHnzYBCZQel77HXbN5pbu2X1NR78fpDaCYVRQkvz9dbJTkhHWobvICCorQPeRo9fm5ZvIGsTCv1Lh8eXyjm+oqiUNvg4/f/KuPH3x3LJbNG8scVn9LoDkSf43SYuWRWq1/+D3ay71ATtY0+vP5Q5K1is2g89uJWvq7t+mcjVYF9VW4efO6/DMiyMX18IaOG5qCqCg6bht2iYVITmaPVXrzeKAiHYmDIEjwhjkL9HmAdKVstg2y3LIQ4sgUC4ZvZ/tz6N3LNdBUIhFLyeRzO2y/39XvobKtlIcTRp6PQozeiYZKhU1nVhK43hyhxphJF+pkiwrOnWsIufzA8wynYtqCK8EwsRTHizlAyDGhwB2h0BzBov2wvck23L8gzq7dxdelofnjeCXGXrCkKeP0hThl9DF/t244/0BJemUwKB2rcnX4eqkL0/egGVNV5CekGjW4/r78fIifLygklA1CVngVXEW17o1QlvCuyzWJiSH62LMET4ijUb/uir1+/nmuuuSbmschWy8FgkMrKlpLdeFsttz7Wdqvl1sdkq2UhhBBCCCGOTrOnlJDjtHX9xGaq0rLpR1cMiBajd/RLbD1O+qSqsT9yhXSjw0L0rpbXGW3+f7yh1za0dGbdftkEfn3DVG6/bAJjhw1A13VqXT7qXD5KCjI5f9qxDC3IxKKpGLQEYccWZjEkP4N4k6fazqhSMHA6zOTnOvD6grz+3p5eh1fQ0vNlNWuoSnhm2Nxpw/jtTdOi70cIcXTptwCr9VbLuq6zfv161q9fz6WXXsqZZ57Jww8/jMfjYevWraxcuZI5c+YALVst19XVUVFRwd/+9reY7ZSXLFnCgQMHqKqqarfV8j/+8Q/Ky8txuVzttlp+/fXX+eCDD/D5fLLVshBCCCGEEEeASFn2wOyuQ6xIxJJoJ1O8WV2Rc1g0leaVbZiaf8IyqeGAzDDavzDRa3Yl3ml0A8r31FFWUQOEO7N+969P+L/n/ssjyz7mk6+qMQzwBULsOtDI/mo3/mB4jPk5dq769nFc950xnH1qEVkZlpgQS1FaQjpVVcjKsDAoLwOTqnKo1kN1g48D1Z3P4EpUWUUN67ZU4gsE0Y2Wnq/I+xJCHH36bQmhbLUshBBCCCGE6Gtjhw1gYI6dmkYvbVfqNWdMQHi5XGTGUdulf12J9FRFXuEP6phUGDwwk0y7Obpsz+Xxs7+qqdNz9QXdMHhm9Ta+NXEoW8qrOFTrod4Vrlep2N+ApplodPujQVqGTeNbE4uYOLoAk6pQvreO9R9VEgjqWDQTJpNKpsOMy+3HHwiRmWnGbtXw+oMcrPPgD4Q/aJMKdquJB5/f0uvd9hLdkVEIcfTo1w4s2WpZCCGEEEII0df2HXKhxMRVYZH+KEUJB1YKoKjdnxEVeV0kIDOpkOO0ccmskTHhSllFTczug93Vum+qO88xKeF3/84nB6iqdeNtDphUBdy+EPhaOifNJoXzpw3nhOHh3QTL99bxr7d20NDkRzfCr8mymvjOlGKsVo0tXxyisqoJA2jyGIRCLeGVw2am3hUO7SKBU2Qnxu6GTvEK+UM6MbtBCiGOLv1e4i6EEEeDurpannjit/zkJ7eQk5OT6uEIIYQQR5VQyIjZebA1AzCaEysDUAzouJWqPavZhMWskp1pARQ8vmC7mUb/P3v3HiV1feb7/v271LWr+kLTrSFCN4LRRNRhkqgYCA6s7Bnw0icbZSWOQnRMILpP1CxxRrMdFBKdiQYjzsQYDzniCmYGdHJAB/Y4qCgKxjGaGJygYF8AW6FvVX2p6+9y/vh1FXXrG1R3dcPzWiszqfpW/epb1WKoTz/P893X3JkeoO7z6Pg8ZXzSHhlwTyluXcW0nFMKz6z2cckXzuDfXm0cMGBTUv/HPn67zOeiMuCmqzdBRziW9c4KvXzStNn5u4/TAdarv29Nh1fgzPDSVIX/buniO1d+gS9/rjb93Mz36VScJfmkvbcoVVOFBvJrqnO/EOL0JAGWEEKMgs2bn+GDD/7E5s3P8J3v3FLq7QghhBCnFV0b/hDxkR4qHk+amJbN/7j4DK64tD5vPbfqKlWdNZyQLNWKWBHwsHTBOWzf24KuKli2nVeNpKqAfbwKzK2rVAY9WJbNsa4Ihmnj1lXixtClX21dkXTbYFNrNzbg0lWCfjcuXaU3muTg4TC5Y+Nn1U/KCqZWPb6nYNVUa9vI2yhzTyFMfY6L59SN+FpCiFODBFhCCFFkoVAXe/bsBmDPntdYuvQ6qcISQgghxtCUmgDdLV0nfZ3UrKtchmmx7fVm6s4szwpw/v3NZn7zahOWbaMo4NIgaTpVSAVmuad53So1VX4isexqro079pPMmNOlKkp64LqqKBiW7bT4lXnwuDV6IwmicQPbBn2Y4RU4Id7mlw8SjRv4PBo+rwtdU+mNJOjsNtBUmFobGPI6NZU+urpjeaFgNGGwr7lzwCqs3Equ1Ptfvui8gvcLIU5PEmAJIUSRbd78zPHWBNuWKiwhhBDiJA0UcAxk8Zw6Dh4JY5zI4KkMg83GMk07qzXOCa8a0+GNbTvhVSrE0lSlYAuhArh1jYDPzbV/kT1DK7ONzhkyb6MqTkWWYdr4PDoVATfRuEFfNEltlY9POyPEExbJYYZXKZYNVeVe3P0VVx3hGDCyyqfU525lfO6acxTjgG2EuRVruXOzJLASQqRIgCWEEEW2d+8bObdflwBLCCGEOEFDBRyFzKqfRMO8era93jziIGe4VDV7oPiOvYcKtiMa/e1vn5lcRkc4SjRjgDo446u6I0l6Wzo5cqynP5Ayqan0cf70Ktpy2uhUVUEHgmUeVFWhIxzDNC1qq/xE42bW9YczBN7j1gj6XeiqQrgvSUfcQNcUXLqKaVqcM7Vq2JVPs+on4fNoxBJgWTZaf/tj0rQHHL4upw0KIYZLAiwhhCgyO6dHIPe2EEIIIYYvN+BQFIVwb4L1W95j5lkVA4YrV1xaT92Z5az7l9+f1Ovnn2XosGw7a6B4LGEUfL5tg9/nYumCmWzc8ae8AOv49aAnkiQaN7Fti3Bvgg8PdTGp3MtnJpelQ63Z51TzzofttLb30RNJpp//aWck/d9dujpkcOd1awT9bnQNQr1JkoaVrlgzTBtNtfnctCru+uZsYPhVcJ+tCXDgcBeKoqTfv66p+DxawX183NaL2j/QKxV4GYMEXkKI05cEWEIIUWSqqmKaZtZtMTzhcIienh5+97vflXoreXp6evD5QqXehhBCnHbaQtF0eKVrCrYNZv/k8gOHu4asxiovc9Hdlyy4pmtOcGKYA5cp5a6kAy2brLY6r1snEi8cYlUE3Myqn0S4t/A+MpmW5cy36n/T7eEY1RVeblz8eT43tZKevgQ+j87Ot48QjRt5ew/4dMp8btq6IigF0jefRyfod2EDfZEE8aSJ3+tC1zQiMavgwPSRVMEtnlPHk2299MWSGXuzCfcm8uZg7WvuJBo30+/V7K/acmmKnDYohMgjAZYQQhTZpZd+hTfeeC3j9twS7kYIIYSYmFIVP+HeRPo+VVFIZMxXKtRulnrex229ROMmlpVfiRT06ygoRBMm2AMPay8k9bApNYGsMGbRnGk8t6ux4HMy38OQ17fBzNiMqjh3bnn5ILGkgc+tU1Xu4dPOSFZ4pSrOf/qiBvGkiUtXiSePv3e/Vyfod2NaFpqmoKkqltfFtDPLOX96Fb/972NE4yYuDc6o9rF0wTnp9zeSNr9Z9ZOoCHiyqsMAIrFk3uO3723J+/mYlo2qq3LaoBAijwRYQghRZEuXXseePbuxbRtFUVi69LpSb2nCqKioJBqN8MUvfrHUW8nzu9/9jooKOU1SCCHGQmbFDzjzpiyLgkPZTev4LKrM56mqmvd4VQFNU4nEDEyrP/RR1fThK8Ph0hTKAx6WLpiZdf8Vl9az9bVGCnXumf1B05nVfo4c6x32a/k8OuVlbmIJg5ajPen7mz89/t9V5XhVWOq1k4aNqjgnIfq9LgI+F4Zh0dOXYFKFhzU3XZJ+fm51laaS1+aYWQWXfk8WA7b5RQtUohV6fFsoWnBGl8+tD3v+VW5r49KFn6O+tmxYzxVCTCwSYAlxCgqFuvjZzx7llltup7JSvnCPtcrKKqqqJtHZ2cGkSdXyMxBCCCFGKLfiR9cUVE3BLBBgqQrpdrPs5+UnI5YNlmGhqQpu3Zm3ZNsWfo9ONG4UnHWV93qqktU6lxmg2ANOzHIsXTCTn27+A9YQk9U1VaEy6Axp7+yODTrPqtClVAUCPhd+n4t4wqQjHEuHeb64nrXnaMwgljDS1ylUXZV5GuLxPZLV5pd7zdwB8rmPH+y6U2qGF0AVam385+f+MGhLqRBi4pIAS4hT0Natz/Hhh/vZuvU5li//m1Jv57QTCnXR2dkBQEdHO6FQSEIsIYQQYgRyK36cVjkbn0cjnjDzQpvzp1flPU9TFcwBgiLTstNruqZg2RYBv4veSHLIECtpWLR82p1uU+yLJlEUBdu2BzzxL2la7Gvu7L81+CsEfC4Cfhc9kSR90aFnZmVSFQj43fi9OoZh0R6KZrUZaqrz+o89+x6maaNpSsFwLLdaavGcOjbmnIZYaEZWV3cs6zNIxXm5jx/udYciJxgKcXqRAEuIU0wo1MXu3buwbZvdu3fR0LBEwpMx9qtf/b85t5/if/2v20u0GyGEEGLiKDT3KkVTQUFBUxV0RUkP/LZtm/eburji0vqsih7LtgcNsVIM0xniHksM79RgRVHY9nozlmVhWamB7oO/hm1ZbN/bQm80SYGRXAC4dZXKoAfDtDnWGRkwDCtEVRWCfhe+/kqyrv6qrcxrqP3thKGeRPozsYzCL5JbLTWrfhLLF5034CmE2/e25IVXAChQ7nMzpaas4KmFQ113KCNtbRzuSYpCiPFJAiwhTjFbtz6XnuNg25ZUYZXAf/3Xb3Nu7wUkwBJCCCEGM9DcKzhemZNImkTiTjUWkA5iUoFFZkWPbdt54cZIZL5+SioQs20nNLKH1XTotNJ9eLirYHilKlAe8OBxaYR6YlmD14eiqQpBvxuvRyORNOkIR7EspxIsL1NTwOPS8oar51+zcBXUrPpJA4Y9A82yUlCYUlPGXd+cPeDrDXbdoQyntTFlJCcpCiHGJznbXYhTzJ49r2MYzuBMwzDYs2d3iXckhBBCCDG0zHYwZ8C6gq6pqAp4XDrJpIlp2rg0Jet5mYFFqqLnM5PLTiq8gvzwSlGc/4ATbg1V2ZV1LRvsAvvxe3VqJ/kxTYujnZFhh1e6plIV9FBT5cO0LDrDMf7izz/LjM9WoipqwYIwy4KOcKzg9RQF/B6d6gov50ytGnGoUygwAtA0ZcBqqGJYPKeOyqC3vzVy8BbEwdoNhRATg1RgCXGKueyyubz22isYhoGu61x22bxSb+m0U1NTS1vbsYzbZ5RwN0IIIcTEUGjulaY61UQJwyKePF515dIUkqadDizOn17Fj3/9bro1DJzwq9CphSfKtp09KZA1V2rYMua7pwIogGNd0SGHuqe4dJWg341LV+mNJgn1xp1qMEXht/99lKULzmHjjv0DBlUDvYquqaz8+qwTrkRaPKeOg0fCWZ+3pipg2wOGW8VQqAVxoFMIR9puKIQYfyTAEuIU09CwhN27dwGgKCoNDUtKu6HTUH399KwAq77+7BLuRgghhJgYCrWDpQKXzGBEUUBRFaoDHmoqfZw/vYpd77ZmtYYVbKErguHM1BqMokCwf8h6qCdOLGEO63kel0bA70LXVHojCTq7jax1y7Zpbe/jyW3vUxHwDLJ/5zPNrC7TNZWr59afVBvdrPpJNMyrZ9vrzenh8Ng25QHPsAeyn8xrZ+69piZIW1tP3uNG0m4ohBifpIVQiFNMZWUV8+ZdjqIozJt3uQxwL4E//vG9nNu/L9FOhBBCiImjUDtYoZlRtg2JpJUewv1+U1dea9hohFfgBEUnyuPSqK3yA/BpR2TA8Mrr0ijzulAAj1ujptJHRcBNJGZwtDNCX8wo+DzLgmjcJBZPOtVPBdg4hWAuTaW6wst5dVV879oLueLS+hN+XylXXFrP/33NhXxuWiXlZW5mnFU5ruZLjaTdUAgxPkkFlhCnoIaGJXz88RGpviqRL37xy7zxxmsZty8u4W6EEEKIiaFQO9iBw6EBK54OHO5iYyhKImme9Lyr4TqR/EpVFSoDHjQV2kPRISu4YkkTrwI1VT5soDeSJBovHFrlMi2L9nA8Pasrl2U5Q+NnTK0YdLD6iTqZgeyj7WRPPBRClJ4EWEKcgiorq7jnnvtKvY1T1uuvv5pu0yyktfXjrNt//OPvefDB+wd8/Lx5lzN37vxibU8IIYSYsDIDkH3Nnfxza7hg4KNrCoZpE+qJ4XHpaCpjFmKNRJnPRcCn09OXIBIful3Q59EJ+F1gQ3dfIqtKS1FAVyFpOv+9UJiWum+woE1V1dO26mg8B2xCiKFJgCWEEEXW29sz6G0hhBBCDG5fcycbd+zHsmxUxTnFLyWzO860nBlOPq+X7t44KApJo/RJlktXqQx6iCdMjnYOPSTc59EJ+l3Y/cFVPKe9MBXQWbbzfrEtLLI/l6FoqoKqKnjdmoQ4QogJSQIsIYQYoblz5w9aMbVx4//Dyy//JwCapjF//kKWL/+bsdqemACGquJLaWlpBhi0gi9FKvmEEKeS7Xtb0nOtdE1BVxQS/cFU6tQ9XQPbtplSU8b506vYursZo8ThlapAeZkHTVPoCMeGPF2wzKsT8LsxTItwb4J4snCVlq6p2LaFrmm4XQp9UQsU0JTjQ+UzDjksSFHAsiw+W1Nxgu9OCCFKS4a4CyHGpVCoiwceuI9QKFTqrYxYQ8MSlP7hE6qqySwyccIqKyvlIAYhxGmpLRRNtwQapo1l2+nKKxtIGBaWbeP3utKD3K1CE9/HkM+jU13hIxJPDhpeKYrTWnjGJD8et05nd4yOcGzA8AognrSwbIgnzfQQd8tyAryzasv4/jf+jHPrqhhgdnvqlWVouRBiQpMKLCHEuLR163N8+OF+tm59bsJVL1VWVlFRUUko1CUnQZ6A3t5efve73530dRKJBABut/ukrwXOvoplqCo+IYQ43dVU+rJOFlQVBaN/sFNq/pNtgcelMqt+ktNuOEonDw5F1xQqAm5iCZO20MDtgmp/cFXmcxFPmHSEYxgnMLjLssCtqyQMC0WBgM+dbglsC0XpCMcKPk+BcXUqoBBCjJQEWEKIcScU6uK1117Btm1ee+0VGhqWTLgQaPLkycTjcam+GqFp04r3W+FU+92ZZ04p2jWLuT8hhBCOfc2deSfDLZ5Tx8ZQlFCPE8YkMloD04PKgY7uOPuaO/F5xv5rjRMeuVBVhc5wfMD2PVVVCPhc+L06sbhJeyiKYZ5c2pYKvkyLdGiWOmXv57/ZRyxhomsKlm1jmDaaCjPOqpDwSggxoUmAJYQYd7ZufQ7DcMrjDSM5IauwdN1FXV39mAdvmzY9xaFDLUW51kjmLw3HtGl1/PVff2vQxwy1PhKpfd999+qiXVMIIURx/fubzWx7vRnTtNE0he7eOBt3RFm+6DyWLzqPzS8foLWtb8D5TrYNm18+OMDq6PG6NXwene6+RMFTEsEZmh7wu/B5dKJxg2Nd0SFnYn3lgjPYu+8Y1mDHCJIa5q5g2zY1lb70/bPqJ7Hy67PYuGN/uoJNU5HWQSHEKUECLCHEuPPGG7tzbr824QKsUjl0qIXmgx/xmfLak75WmeoFIH7s5E9R/KT72ElfQwgxvrz99tv84z/+I42NjVRVVXHzzTfzjW98g3A4zD333MObb75JMBjk1ltv5dprrwWc1t777ruPnTt3ous6N9xwA9/97ncBZ5bPunXr2LJlC6Zp0tDQwN13342maQA89dRTbNiwgb6+PhYsWMCaNWvw+/0AvPDCCzzyyCN0dnZy8cUX86Mf/YjJkyeX5oMRw7avudMZvN5fTWQZNpqqEO6J8fPf7MPn1YnGDDTVia8GGhH1cVsvk8q96CqM9gx3rb+aKpYw6OqJF3yMrikE/G68bo1IzOBYZ2RY7Y2qAvsPhXG7FGKJoZ9g24WDqVQlVm5Vm1RfCSEmOgmwhBDjTmVlFUePfpK+XVVVVcLdTDyfKa/lO5d9s9TbyPKLPb8u9RaEEEUUDoe55ZZb+N//+39z5ZVX8qc//Ykbb7yRadOm8S//8i/4/X727NnDBx98wLe//W0uuOACzjvvPB555BFaW1t56aWX6Ojo4KabbuLcc89lwYIFbNq0iV27drFt2zYURWHFihU888wz3HDDDbzyyits2LCBp59+msmTJ/P973+f9evX83d/93fs37+f1atX88tf/pJzzz2XtWvXcv/99/PYY4+V+mMSQ9i+tyVvBlSqmsmIG0TiTjW2qjBoAGTbkEga2ByvSjqB0VJDKvPp2DaE+xIF13VNJeh34XFr9EWTHOuMj2gul66phHpieFw6mmoPWNmVYln2gDOtUvelQqzte1uy7j8RhVo9C11vuI8bS2Oxp/H4voU41cgphEKIcae9Pbtap61NqneEEGI8aW1tZf78+Vx99dWoqsr555/PJZdcwjvvvMPOnTv53ve+h8fj4cILL+TKK69ky5YtAGzbto0VK1YQDAapr6/n+uuvZ/PmzQBs3bqV5cuXU1tbS01NDStWrMhau+aaa5g+fTrBYJDbbruNZ599FtM0ef7551m4cCEXXXQRXq+XO++8Mx2QifFtsIHnmYYTAvVGDCqDXpxD+AY9im/E3C6VgM9FJGoQ6T8BMJNLV5lU7qW6wkvSsDjaGaEnkhzxUHnTcoI3XVPxe4euM9A1dcCAZF9zJxt37OfA4S46wjEOHO5i44797GvuHNmmRni9Yr9uMexr7uTJbe+zv8XZ0/6WLp7c9n5R9zQe37cQpyIJsIQQ446dM/ch97YQQojS+vznP89DDz2Uvh0Oh3n77bcB0HWdqVOnptemT5/OgQMHCIfDtLe3M3PmzLw1gMbGxry1gwcPYtt2wbWenh6OHj2at1ZVVUUwGKSxsbH4b1wUVU2lr2hRkw2cN60Cl64NWbk0XEr/qYGGadMbTeZN2fK4NKorvEwq9xJPGBztjDiPO8GXVxQnlIrEDSoCnkEfq6pwRrVvwPXte1uyTnE0LQj1xNKVWCM13OsV+3WLYfPLB+mJJLPu64kk+2enFcd4fN9CnIqkhVAIMe5UV0/OqrqaPLmmhLsRQggxmJ6eHlauXJmuwnr66aez1r1eL7FYjGjUqbbx+Xx5awDRaBSv15te8/l8WJZFIpEouJZ6Tu5aaj31esNVXR0Y0eNFtpqa4Iif82efq+HDQ10nHPjkeuOPR1FwKqJs28Y07RMe7e5zaxiWTV80mbfmdWsE/W4UxQlCovH8qqwT4ZxM6Oz4k/bewR9sQ7g3wUP/8nuuXXAOXz7/zKzl9lA0r43StJz7T+RnNdzrFft1T1Tma33aESn4mKMdkaLtaby872KbyHsfT+RzLB4JsIQQ405nZ3bbR0dHe4l2IoQQYjCHDx9m5cqVTJ06lZ/+9Kd89NFH6UAqJRaL4ff70yFTLBYjEAhkrYETZsXjx4diR6NRdF3H4/EUXAMoKyvLCsEy11PXHa6Ojt4hT4gThdXUBGlrG/6BH6lZQQePhIu+FxtInsQkd7euoigQTeRPjPd5dIJ+FzbQ05cgVuAxxVJohlfmSYyaqtATSfLhoU7++bk/sDwSz2onnFzpoyujIsh5jnP/SH5WA11P1xRAIdSbYNX619Lznrye/K+XJ/O6J2Ik/zwWa0/F/rzHg5H+uRaFyec4cqqqDPhLJWkhFEIIIYQQI/b++++zdOlS5s6dy89+9jO8Xi91dXUYhkFra2v6cU1NTcycOZPKykqqq6tpamrKWpsxYwYAM2bMyFs7++yz02uZLYFNTU0Eg0Fqa2vzntfZ2Uk4HE5fV4wvmbOCDNMa8Zyo0aLgtAQmDIt4Mjs98nt1zpjkp8ynE+5L0NYVHdXwaiCpj0pVIWk6twZqVVs8p47KoBet/9uephY+sXC4Mq+nqWDZNoZpYZgWBw47M6XuevwNPm7Lrxzze10n/LrFcGa1DzXnW+9QLZgjVezPWwhRmARYQohx59JLv5Jze26JdiKEEKKQ9vZ2br75Zm688Ubuvvtu1P5vh4FAgIULF/KTn/yEaDTKe++9xwsvvMBVV10FwNVXX81jjz1GKBSiubmZX/3qVzQ0NKTXNmzYwKeffkp7eztPPPFE1tq//uu/cuDAAXp7e1m/fj1XXXUVqqpy5ZVX8uKLL/L2228Tj8dZt24dX/3qV+UE23FoX3MnP//NPjrCsVE5JfBEuXUVFIgns0Mpv0fjjEl+fB6dru4Y7aEY8TEOrjRVQVWcSWGqouDSFawCrWq5A/Fn1U9i+aLzOGdqFdUVXs6ZWjXgiYXD9YLD5gAAIABJREFUkXk9VVGz9mBaTitlRzie1Q6q4Mz0qgi4S3oa39IF51DmdaFrKpqqoGsqZV4XSxecU7TXKPbnLYQoTFoIhRDjzl/+5RW88cZr6dt/9VdXlHA3Qgghcj377LN0dnby+OOP8/jjj6fvX7ZsGWvXrmX16tXMnz8fv9/PqlWruOiiiwC4/fbbeeCBB1i0aBGKorBs2TIWLVoEwHXXXUd7ezvXXHMNyWSSq666ihtvvBGABQsWcOTIEVasWEF3dzfz58/nrrvuApyB8mvXruUHP/gBbW1tfOlLX+LBBx8c409EDCVVeVWKyqWBaKqCDSRyWg79Ho1gmYekYdHZHTuplsSToSrOyYSaCthOVY9h2CgKuDS1vwrKWa+pzK8mmlU/qagBSup6qx7fQ0c4lreeW0zn0lUShkU0Xtqf+az6SXz76vPZvreFtlCUmkpfuuWx2K8jgdX4lmpfHs1/DsToGtMA6+233+Yf//EfaWxspKqqiptvvplvfOMbhMNh7rnnHt58802CwSC33nor1157LQCJRIL77ruPnTt3ous6N9xwA9/97ncB52SydevWsWXLFkzTpKGhgbvvvhtN0wB46qmn2LBhA319fSxYsIA1a9ak5yG88MILPPLII3R2dnLxxRfzox/9iMmTJ4/lxyGEGMCuXTuzbr/yyk6WL/+bEu1GCCFErpUrV7Jy5coB1x999NGC93u9XtasWcOaNWvy1jRN44477uCOO+4o+Nxly5axbNmygmuLFy9m8eLFw9i5KJXUKW26ppIwSts3qODMWMk9rdDv1Qn63SUPrsCpCjMsC2ynwknXFCy7PySyndBNUxVcmkJ5wDOmrWo1lb6sE/dSFIWsCqxU+FYoXBtrEi6JVIie+mc31BNjYygqlXITzJi1EIbDYW655RZuuOEG/uu//otHH32UdevWsWfPHu699178fj979uxh/fr1PPzww+zfvx+ARx55hNbWVl566SWeeeYZtmzZwssvvwzApk2b2LVrF9u2bWP79u288847PPPMMwC88sorbNiwgaeffppXX32VcDjM+vXrAdi/fz+rV69m3bp17N27l8mTJ3P//feP1UchhBjCnj2v59zeXaKdCCGEEKKQfc2d/P0vf8t3HtrF1+96nr//5Vvsa+4c8PGpFjerWEcOnqBU1VVmeOXzODOuvG6djnBszMKr/s5AwKm2ymT2h1fH1/MDN9Oycekal8+ewuaXD/Kdh3bxnYd28fe//O2gP4uTlTvvCZyZUkrOe1AUReZAiXEjFaKngteB5seJ8W3MAqzW1lbmz5/P1Vdfjaqq6aOW33nnHXbu3Mn3vvc9PB4PF154IVdeeSVbtmwBYNu2baxYsYJgMEh9fT3XX389mzdvBmDr1q0sX76c2tpaampqWLFiRdbaNddcw/Tp0wkGg9x22208++yzmKbJ888/z8KFC7nooovwer3ceeedvPTSS3R0dAy4fyHE2Lngggtzbv9ZiXYihBBCiFz7mjt5ctv7tLb3pQd5HznWy5Pb3h8wOEkkDUwLDLM0AVYqIMoMgbzu4zOuUsGVMQbDuVyayuQKD5PKPWiqgoIT9kyu8HBWbSA9Q2lKTSAdEuWGVym6pvLiW4c5cqw3/bNobe8b9GdxsnLnPZ1VG6DM6yIzv1IVZ3i6VLeI8aItFM2rGiw0P06Mb2PWQvj5z3+ehx56KH07HA7z9ttvc+6556LrOlOnTk2vTZ8+nRdffJFwOEx7ezszZ87MWtu0aRMAjY2NeWsHDx7Etm0aGxv52te+lrXW09PD0aNHaWxsZPbs2em1qqoqgsEgjY2NVFdXj8r7F0IM3+HDh3Juy29GhiscDtHV3cEv9vy61FvJ8kn3Mao842fuiRBCiBO3fW8L0biZN0y8J5Jk+96WvMBiw7+/T0/EGMMdHqcogE3WaYcel0pFwINh2nSExya0ymTZmScd2v2FVjY2CksXzEx/fpktT4VaHjUVDNMiEs/+bC0LonGz4M+iWHJb8mS2kBjvCrW+jpcWVzF8JRni3tPTw8qVK9NVWE8//XTWutfrJRaLEY06aajP58tbA4hGo3i93vSaz+fDsiwSiUTBtdRzctdS66nXG67q6sCIHi+EGJ5PP/0k53YrNTXBEu3mxLhcziy+sd63po3fw2U1TR3Tz6NUPwORTX4OQpx62kJR7AFaAXOrGfY1d7Lnj0fHYlt5cmcyuXSVqqATXHX1xEs24yp1ap+iOK2Bbl3Bsu10O1Mq+ElVOm3f28LHbb3YNliWhdU/0L0y6CWRLPzLIdu2x7SyRGZMifFu8Zw6Noai6RAr9WdIWlwnljEPsA4fPszKlSuZOnUqP/3pT/noo4/SgVRKLBbD7/enQ6ZYLEYgEMhaAyfMisfj6edFo1F0Xcfj8RRcAygrK8sKwTLXU9cdro6OXqwBynmFECfO5/MTjUaybre19ZRwRyOX7P8L5VjvOxAox1Wu8J3LvjmmrzuUX+z5NZ5AcEw/j1L9DES20f45qKoiv1ASYozVVPoI9ybIPXdOAcK9CX7863c5f3oV7zd1cfBIOO90utGmKk7FVSq80lSFSeVeLHvsg6vcEC2TbYNp25iWjao4j80NnTKDoUJVTtv3trC/pavA6yp5lSUjqZKSiipxqskMhOWf64lrTAOs999/n5tvvpmrr76av/3bv0VVVerq6jAMg9bWVqZMmQJAU1MTM2fOpLKykurqapqamtInBDY1NTFjxgwAZsyYQVNTU/po5qamJs4+++z0WmNjY/q1m5qaCAaD1NbWpp+X0tnZSTgcTl9XCFFameFVodtCCCGEKJ3Fc+p4ctv79MWsrDZCG6el7cNDXXx4qAtNVcZ05lUqLEr9fllVoCLoQVdVuvsSxAeoVhrN/Qz3M7BsUGyIxgxWPb6n4JfrgaqcPm7rpSeSTN9WVfB5tKzKkpGcwCantYlTlVQKTnxj1mvS3t7OzTffzI033sjdd9+NqjovHQgEWLhwIT/5yU+IRqO89957vPDCC1x11VUAXH311Tz22GOEQiGam5v51a9+RUNDQ3ptw4YNfPrpp7S3t/PEE09krf3rv/4rBw4coLe3l/Xr13PVVVehqipXXnklL774Im+//TbxeJx169bx1a9+laqqqrH6OIQQQgghhJiQZtVP4ttXn8+UyWW4NJWcw+ew+kMkRVHy1kZTqtJJAcrLXEyu9BGNGbSFomMeXqX2M5IAzwZiCYOOcIwDh7vYuGP/kIPYUz+Ls2oDuDQVl6YyZXIZ3776/Kwv6iM5gU1OaxNCjFdjVoH17LPP0tnZyeOPP87jjz+evn/ZsmWsXbuW1atXM3/+fPx+P6tWrUpXVd1+++088MADLFq0CEVRWLZsGYsWLQLguuuuo729nWuuuYZkMslVV13FjTfeCMCCBQs4cuQIK1asoLu7m/nz53PXXXcBzkD5tWvX8oMf/IC2tja+9KUv8eCDD47VRyHEae31119l9+5dI37egw/eP+DavHmXM3fu/JPYlRBCCCGGI7e1bOm15/D0jv20h2N5jzVMa8zbB8u8Lsp8Or3RJMe6Sn+6WHWFl85wbNifg6oqWKadFRoNVTEyq34Ss266eNDHjOQENjmtTQgxXo1ZgLVy5UpWrlw54Pqjjz5a8H6v18uaNWtYs2ZN3pqmadxxxx3ccccdBZ+7bNkyli1bVnBt8eLFLF68eBg7F0KMtfLycrq7uzNuV5RwN0IIIYSAgVvL/F4drYe80GM0R8XmzpbyuDUqA276okbJg6v+gw/xe3Qe+u5l3PX4G7SH40M9DXCGuqdmixUzNBrOCWypcNKZb5ZtoMfKLCEhTh/j4c99SU4hFEKcvubOnT9ktVQo1MVttzmBt6qqrF37YyorK8die0KIYRpuNWVLSzMweBUlSCWlEBPBQK1lfm+AyqA3vXY8gim+VHCVCq90TaWq3EMiadLWFR3V0Gy4bJz5W4vmTAPA63EBwwuwzIw3UMzQaKgT2DLDSXDmaKXmmw32WJmRJcTpYbz8uZcASwgx7lRWVqWrsObMmSfhlRATmPz5FWLiKBSQAOn7MitzdE1BVRRMy+bjtl4mBT2AgoI9KuGVqipYlp0OrlQFKvtfs6s7NqbD4ofrt/99jLozy4nGjWE/R+mvwCp2aDTUCWy54aSuKaiaM8NsxlkVgz52JO2OQoiJabz8uZcASwgxLtXWnkEyabB06XVj9pqbNj3FoUPFGVA63KqTkZg2rY6//utvFe16QpyM4VRTCiEmjkIByZNtvQBEYsn0lxZVBZfmtAcmMvrR2sNxVKX4lVea6oRkVkZlUnmZC69bJ9yXIJ4Y++Hsw2HZcORYL09ue5+KgGfIx2sq+L0uKgJuonFzyIBpOF8eCwWSd31zdsHH5s69cgJBm+oKb95zZEaWEKef8fLnXgIsIcS4pOsu6urqx7R649ChFg5++CcCPvdJX0sxnb9Qf3r4o5O+FkBvNH8exUA+6T7GL/b8+qRfsyfeB0DQU3bS1/qk+xj1tcGTvo4QQojRUSgg6Ykk0TU160uLZYFzMz+qKmb7nqYqWLad1VLn82iUl7npHQdzroaSaqPsiSSpCLjRNRUj44PUVKdaze3S8Xl1ZyD+ws9RX1v4f3NH+uVxpBVbw5mRlbpuNGagKgq65vyMDNMu+FghxKljuP+OGG0SYAkxwQxn7kw4HAKgomLo8EfmzmQL+Nx8aWZtqbeR5+2Dx4b1uGnT6or2mp+2dAAwufbMk75WfW2wqHsTQghRXG2hKLZ9fMZUKoAxTAtFcW6rqjLqrXqaqmCTPQvKpatMKvcQS4yfOVdDydxiNG7SMK+eba83Y5o2muZ8yOUBb1agVFMTpK2tp+D1RvrlcaQVW0PNyILjoVgsYTgVeIaNpiq4NIXygCfrsUKIU8tw/h0xFiTAEuIUFAoNP8ASp5Zithim2h/vvnt10a4phBBifFKws4KhzADGtp3b1iiGV1r/vKXMgExVFaqCTvtdRzieVcE01lKtjMOVOci+ptLHFZfWU3dm+agMYS/UKjjSiq2hZmTB8VAs82MwLRuPR5cB7kKc4obz74ixIAGWEBPMcObOSPAghBBCiJHoiSRL8rq6pqCqColkdtpS7nfh87oI98aJlXDOVarybCThFRwPr3weLV2hMKt+UvrLXip02rhjPz6PDth09yUxDAtNU/hsTSDry+FAXx6BgrPL4sn8z2yodp/M/RVSKBQD8Hl1Ca+EOA0M9e+IsSABlhBCCCGEEKe5eHJsq5t0TUHXVCecyqi68nk0KgIe+qJJjnZGxnRPheS2M6akKqyUjMcVomtq3n2586ngeOsmONVeHx0JsXFH9syqQl8ef/zrdwvOLtNUJatqzDm18eTafcbLDBwhxOkr/9+oQgghhBBFEgp18cAD96Vbm4UQpzeXplDm1TEtO6uyStcUaqt8+Dwu2rqiJasIGy474/8XCq801RlyHokl2b43+4Tj3PlUcDy8AicwUxQlPbNqMANVRYETirl1FVVR8LpPvs1v8Zw6KoNeUplcqWbgCCFOX1KBJYQQQohRs3Xrc3z44X62bn2O5cv/ptTbEULkSLWyjTa3ruLxaESiBn0xI32/okBlwINLVwn3Jgq2vk1EmVVbLZ928/e/fItP2vuwLHvAaq3c5xeaWZU778rn0dBU8kIsTVVIGBapeK0YbX6z6idx+ewp7Nh7iFjCwOPSuXz2lJK3FAkhTh8SYAkhhBBiVIRCXezevQvbttm9excNDUuorJTDJYQopcwAxOfRCffGicRGr9rJ49bwuXX6Ykl6+rJfp8ynE/S76Y0k6eqJj9oeSi0aNzlyrLfgWuaw90ya6qz4PDo//vW7/T8vjXBvgkgsmZ535fe68Htd6fsAVBWsjJIuVYFozGDV43tOavDyvuZOdr3bSjzpnEIYTxrsereVujPLJcQSQowJCbCEEKJfOByiJ5rg7YPHSr2VPD3RBL6wtGCJiWXr1uew+79E2bYlVVhClNi+5k4e/80ficXNrNBE1waKUU6c163h9+pEYgah3uxwyqWrTCr3kjQsjnVFsUY4IP1UMlB4Zds2/v4h9p+092JazjytzJMYTQsisSSfmRzgszWBgqGk2j+kK2mYRMIGoZ4YG0PRE2onzG19TIVo2/e2SIAlhBgTEmAJIYQQYlTs2fM6huG0ChmGwZ49uyXAEqKEnt7xJ6Lx/BY9wyxegOR1a5T5XURiBp3d2cGVokBV0ItLVwn1xomX8HTB8SQzPlQVBb9XpyLgpq0rStKw0TUVRbHTvxDIZFoQjRusueni9H2ZVXbRmEHSMEn2/4xzQ6fclsTBqrMKzdsq1OYohBCjRQIsIYToV1FRSbS7gy/NrC31VvK8ffAYFRXSeiUmlssum8trr72CYRjous5ll80r9ZaEOK21h0evTc/n0Qn4dKJxk45QLG+9zKsTLHPTF03S2Z2/fipSFVBVZciA0OZ4y2Bl0MPyReexccf+9MmQCcNOr+cqdApg5mmFqx7fQyRsZK2nQqfc0xCHqs6SUwiFEKUmpxAKIYQQYlQ0NCxBUZz+FUVRaWhYUuIdCSGKzefRqal0qqraQzF6o9lzrlz9pwt63PqEOF2wWFTFqTgbbnWbc/KgSk2lL92ql7+uoGZ8exvOKYA1lb70qYGZz8t8nUItgYXIKYRCiFKTAEsIIYQQo6Kysop58y5HURTmzbtcBrgLUUL7mjuLej2fR+eMSX48LpX2cIzuvkRWfZACVAY9TKrw0RNxqq7McTDrqj9TP+H1obg0hckVHlRVTQdDw72kaVksnlNXsFUPwLKgzOvirNoA1RVezplaNeQsq8Vz6vB7XeiaiqYq6JqK3+vi/OlVHDwSBhTcuto/B23wlsBZ9ZNYvug8zplaNezXF0KIYpIWQiGEEEKMmoaGJXz88RGpvhKixLbvbRnwxLuR8HudkwPjSZO2rgiFMimfx5nhFIkZHOuKUGB0U8kMtRdVAVtxwqITUR7w4PXo2D1xdE3BtskK7qorvPREEiSS+S/g1lVm1U8q2KoHznyxb199/gkFRseHv9sYpsKLbx1O32dadn+45QyPH6wlMLM9UQghxpoEWEIUEAp18bOfPcott9wuFQMjsGnTUxw6VLjsfKRaWpoBePDB+4tyvWnT6vjrv/5WUa4lSu/1119l9+5dgz5mJP8MzZt3OXPnzi/CzkSuysoq7rnnvlJvQ4jTTu5w7o/belFVClb2DEcquEoaAwdXmqpQVe5BQaE9FMs6MW+iUBQVc4T7VhSnympKTYClC2ayccd+TAvcukIi51pOa6CCpipZwZamKrhdGuBUTW0MRdMhVqpVb7Bqp9TPu7WtF8O00TSFz9YE6I0m0ycSpkTjJrqW/QM0LWdYfGXQIy2BQohxSwIsIQrYuvU5Pvxwvxz5PkKHDrVw4MBBynwn/5s523IB0Hrk5Fse+qLFbZsQE4OEz0KI01Wh4dyKoqIqCuYIa7DKvDoBv5tE0qQ9FB2wDbC8zI3fq9PTl6AvZhR8zFjQNRXbtk44qDuh0M2Gr19+NldcWg9kDjsvfGqgS3Nq4TRdTVc/2bbNWbVB4Hir3nBPB0z9vLu6Y+lgUVMVPjoSwrTsgmFjoRMNFZCWQCHEuCYBlhA5QqEudu/ehW3b7N69i4aGJfJFeATKfJO48JzFpd5GlvcObC/1FkSRzZ07XyqmhBCigH3Nnfz8N/uIJUx0TUVRbAzTRlUsNE1lOE2EigJ+r4uAzzVkcOV1a1QEPCSSJse6olglnnNlWVbBwOZE+dwqhgnJQYItG9j1bit1Z5Yzq35SuoIq3Jsg9/PWVDij2k80bmS0CdpUBr1cu+Cc9ONG0qqXGsae+b5NywnIVFXBKrB354CNzAowmHFWhYRXQohxTYa4C5Fj69bn0r+Vsm2LrVufK/GOhBBCCCGGlqrEicQNLNsmYVjYNuiagmWDz63j9wz8+2tFgYDP1T+cXaM9FKWrJ14wvFJVhUnlXsrL3IR64nT1xEseXgFFCa8yh64risoTqy6nusKLOsg09szT+1IVVGdW+/Keoygql3yhtuAw9C+ff+YJ7Xegoe+mZWPbFqpC1smBQb8Ln0eT0wSFEBOOVGAJkWPPntcxDKf03TAM9uzZLW2Ep5HeaIK3Dx476eskkiZAep7FyeqNJopyHSGEEKeu7Xtb6OqOZd1nWjZuXUVTbabUlHH+9Cqe29WY9RhVgYDfaQGMJZwZV4N10pX5XAT9LvqiSTq7kwM/cILInUeVmYHFEs7fCVNtgbqqYJiFWwNb2/rSt2fVT2LWTZfw7282s+31Zsz+uVTYNrvebWX5onLu+ubsoux/oKHvqfc1paaMgM+d1Y4IDLtFUQghxgsJsITIcdllc3nttVcwDANd17nssnml3pIYI9OmFe83j6kB4mdOrS/aNYu5PyGEEKee1rbeghVICcOpwmkLRdi+tzt9f1ZwFTc51ll4OHuKS3eGfFuWTXsoWjDImWgUGLA9EsDrdr4uZQ5Wd+kqSSM/4YsmDPY1d2YFQe83daXbGi3DeZ1UtdaJBEa5w/kXz6lL7y13BpZtO62JSxecM+Brpa6VWT0mhBDjlQRYQuRoaFiSPt1MUVQ5+n0EwuEQfZGOcTdzqi/SQTg8dMd0MU8pTJ18d/fdq4t2TSGEEGIwgwVKigLh3iSGaaGqSn8bmU40bnC0M0KBmd5Zzy0vc+Pz6IR7E0TjpRvSXiyKApfNOoP3PuqkJ1K4ikxVYNGcaYAT7Fw+ewo79h4imsh//5rqVFflBlOF2vtMy7l/pAoN598YirJ80Xnpoe+HPu0hljAxLRuPR+fy2VMKhlKDXUtCLCHEeCUzsITIUVlZxbx5l6MoCvPmXS4D3IUQQohBvPfee8ydOzd9OxwOc+utt/LFL36Ryy+/nC1btqTXEokE99xzDxdffDGXXXYZjz/+eHrNtm1+8pOfcOmll/LlL3+ZH/7wh5immV5/6qmnmDdvHn/+53/OnXfeSSQSSa+98MILLFy4kNmzZ7NixQra29tH+V2PT5qmOEFKDqfKyAlkKgJuaqt82DYc63IGjQ8WXvk8OrVVfhQUjnVGJkx4pWsK6gDfdHRNIeBz8TdXnE9FwI2uqWhq9menKgpfn3/8ZMF9zZ3sereVeNLI+rwUwK2rKAokTTsvmKqp9KVnTaVoqnP/SKWGtacCsVTwlArNFs+pw+fVURRng/Gkwa53W9nXnH8a82DXEkKI8UoqsIQooKFhCR9/fESqr0aooqKSvh5rXJ5CWFEhQeTpJhTq4mc/e5RbbrldgmghRoFt2zz33HP8wz/8A5p2fN7fvffei9/vZ8+ePXzwwQd8+9vf5oILLuC8887jkUceobW1lZdeeomOjg5uuukmzj33XBYsWMCmTZvYtWsX27ZtQ1EUVqxYwTPPPMMNN9zAK6+8woYNG3j66aeZPHky3//+91m/fj1/93d/x/79+1m9ejW//OUvOffcc1m7di33338/jz32WAk/ndL4bE2Aj46E0HQV07LTrXE+j4bbrRPw6nRHkkO2CoIT8lQEPKiqQmd3rGDL3Hilayo+j0ZFwE1bV4x40sxaN0ybaNxkX3Mn0biJkVMipalOgLXr3Vbeb+pi8Zy6vMAnxaWrJPo/m0LBVGbroWmd3MD0oaq5hgq4RnItIYQYjyTAEqeV119/Nd0eOJhwOATA448/OuRj5827nLlz55/s1oQQRbZ163N8+OF+tm59Tg5iEGIU/PznP2fHjh2sXLmSJ598EoC+vj527tzJf/zHf+DxeLjwwgu58sor2bJlC/feey/btm3j4YcfJhgMEgwGuf7669m8eTMLFixg69atLF++nNraWgBWrFjBP/3TP3HDDTewdetWrrnmGqZPnw7Abbfdxre+9S1WrVrF888/z8KFC7nooosAuPPOO/nKV75CR0cH1dXVpflwSmTxnDo27jgeluiaSnmZc+Jcd1+So5195GQ5BQX9Lsp8LnoiSfqiE2tI+1m1AS75Qi3vN3U5c6KqfHzS3pc358o0LbbvbckbgO6c2GiTNC06wrF0a10yaRYcbJ9q2xwomEqdSFiMgemFhrVnhmYjCaWGupYQQoxHEmAJUUAo5ARYY1m1s2nTUxw6VJyy7dQA8dQcpmKYNq2uqDOihBhNoVAXu3fvwrZtdu/eRUPDEqnCEqLIlixZwsqVK3nrrbfS97W0tKDrOlOnTk3fN336dF588UXC4TDt7e3MnDkza23Tpk0ANDY25q0dPHgQ27ZpbGzka1/7WtZaT08PR48epbGxkdmzj5/mVlVVRTAYpLGx8bQLsFJhyYtvHSISMwj4XXzaEeHTDudUwfzmwmwet0ZlwEMiaXKsK4o1VJnWOONxaSxdMDNrtpOmglUgeLJxTg28+eovZFVIgZL1vhVFIdybwCyQXqkKeN0aPq8+aDA1q35SUeZKDVXNNZJQqpiVYUIIMVYkwBKnlblz5w+rWqoUA7gPHWqh8YM/MVk7+T+Wnv6/qXUfPHDS1wJoNyfGvAshUrZufQ67f0iJbVtShSXEKEhVSmWKRCJ4vd6s+7xeL7FYjGjUqQLx+Xx5awDRaDTruT6fD8uySCQSBddSz8ldS62nXm+4qqsDI3r8ePJf73/KlpcPEOqJMfXMIFfNO5v6KRXYNvzhw2NsefkgHeHogLOuVFWhosyN26UR6o0TTwyjTKsIFGfuedFccv4ZbHnlIOHeBKDg1p1qKhTbSaxyGKbFX3y5joDfw5aXD9DWFSHUm0iv65qCbYPZ//cqNSMMSwU+ty65iC+ff2bR3kNNTXDAtb+oCWbttabKz7ULzkm//tKFn+Ofn/tDXii1dOHn8q471LUmusE+RzF88jkWh3yOxSMBlhDjyGRN539Wjr+TX/4tlD/8U4jxbM+e1zEMJ3g1DIM9e3ZLgCXEGPD5fOlAKiUWi+H3+9P5ILIaAAAgAElEQVQhUywWIxAIZK2BE2bF4/H086LRKLqu4/F4Cq4BlJWVZYVgmeup6w5XR0fvhKs42tfcyeaXD9ARjlHmc6GpKv/d2MGHLV1c/IVa3jvYybHQ8UoqXVP4ygWfYfcfWtMzsMq8OsEyN5GYcxrheDLSgOv1jPcFYFo2mqoUvIamKmiaQltbD/W1Zaz6xp8B8ONfv8uBw139Q+8VEhnlTKqioGoKCjDjrAoWz6mjvraMtraeE3yH2WpqgkNeK3OvKann1NeWFWxXzN3jvubOrMcsyzh5sFjvpZSG8zmKocnnWBzyOY6cqioD/lJJAiwhRFH1RTt578D2k75OIul8OXG7Tn4WQ1+0Exh/waAYPZddNpfXXnsFwzDQdZ3LLptX6i0JcVqoq6vDMAxaW1uZMmUKAE1NTcycOZPKykqqq6tpampi8uTJ6bUZM2YAMGPGDJqamtKzrJqamjj77LPTa42NjenXaWpqIhgMUltbm35eSmdnJ+FwOH3dU9W+5k7+ZecBLMsm4HfTG0lmnRD4n28dySo6cukq/9e86cw+p4b3DrbRGzOpDHiwbJv2UDQ9y2ksuXUNw7Ty5lOl6CqYduEWwEIKXca07HQQ5u4fbu+EWjafrcn/gpTdWpd9Qeczsqmu8KYHu2/csf+k5loV21DtivuaO7NaLFMzvpZnhFhCCDFeSYAlhCiaadOKNzchNcdrylmfLcLVJhV1bxPdcA8zGMkstfF2mEFDw5L0e1QUVU4UFWKMBAIBFi5cyE9+8hN++MMfcuDAAV544QV+8YtfAHD11Vfz2GOPsX79ekKhEL/61a9YtWpVem3Dhg1ceuml6LrOE088QUNDQ3pt9erV/OVf/iWf+cxnWL9+PVdddRWqqnLllVdy/fXXs2TJEi644ALWrVvHV7/6Vaqqqkr2OYw2RYE3/vgJScOiJ5IgVqDlLzN60VWwLYvX/vAJ73zQBopCdYWXcG8iK/QaazVVXqJxk45wrOC6aYOmgJ5x0t+J8nk0onHnczItm6DfVXDeU+bQ9Y+OhDFzeg81FXwefcKGQCM5qVAIIcYbCbCEEEVTzCHvpZhDJrJN5KHnlZVVzJt3Oa+8spN58y6f0O9FiIlm7dq1rF69mvnz5+P3+1m1alW6qur222/ngQceYNGiRSiKwrJly1i0aBEA1113He3t7VxzzTUkk0muuuoqbrzxRgAWLFjAkSNHWLFiBd3d3cyfP5+77roLgM9//vOsXbuWH/zgB7S1tfGlL32JBx98sDRvfpQpCiQMi0jM4MChEJ098aGfBKSyn+6+BKoC2ArHOiMFK5bGUkc4Rt2Z5XmDx1MsKzu80lUncFEUgP75VsNQXe4lnjTRNRvbtlGUwcfZp6qYcquVUjOlwJ6wIdBITioUQojxRgIsIYQ4zQz3MIOJrqFhCR9/fESqr4QYZZdccgm//e1v07crKyt59NFHCz7W6/WyZs0a1qxZk7emaRp33HEHd9xxR8HnLlu2jGXLlhVcW7x4MYsXLz6B3U8MigLxpEUkliSeNLFtiMSGXzmlqQqVQQ+qqtARjp10NVOxROMmH7R05c1X11Ql3b6X2cZnA+fWVXHXN2ezr7mT9VvewyiUfKWv4wROXo9GV1ZIZhOJWUMGTpnVWJkzpTbu2D9hQ6CRnFQohBDjjQRYQgghTkmVlVXcc899pd6GEEKcBJuEYROJJokbZs4w8uFVHwX9Lsp8LnoiSfqiyVHZ5cnIfRe6ll0d5VRL2ekwKtX2N6t+Eg3z6vm3VxuxbVByrqUAn5kcYOmCmScVOBWaKTWRQ6DsGV/kfa5CCDGelSTAeu+997jlllt4/fXXAQiHw9xzzz28+eabBINBbr31Vq699loAEokE9913Hzt37kTXdW644Qa++93vAmDbNuvWrWPLli2YpklDQwN33303mqYB8NRTT7Fhwwb6+vpYsGABa9asSZ9I88ILL/DII4/Q2dnJxRdfzI9+9KP0QFEhSiEcDtFhGOPyxL92w8AOh0q9DSGEEOI0YZNI2vTFkiRygqujXRH+z5uHiCUHr6LyuDQqAm4M06atKzrgoPTxJjVMXlPB73Xhdql09yaxcWZPZbri0nr+863DdEeSeUGYoijp+V7FDpwmcgg0UFXZeG99FEIIAHUsX8y2bZ599lluuukmksnjvwG699578fv97Nmzh/Xr1/Pwww+zf/9+AB555BFaW1t56aWXeOaZZ9iyZQsvv/wyAJs2bWLXrl1s27aN7du388477/DMM88A8Morr7BhwwaefvppXn31VcLhMOvXrwdg//79rF69mnXr1rF3714mT57M/fcPPaRYCCGEEEKI0ZRImnT2JOjqiaXbBQF6Ign+v92NrH/2PT447PxSSVPzZzmpClQGPVQGPXT3Jejszj9Nb7Tpmlpwb8OhANUVXs6ZWsX/uHgqzqwrC8O0+KS9l4079rOv+fgv+6bUBNAKfKPRNSU9l2rxnDoqg9704042cEqFQOdMrUrvdSIMcE+ZVT+Ju745m4e+exl3fXP2hNm3EEKMaQXWz3/+c3bs2MHKlSt58sknAejr62Pnzp38x3/8Bx6PhwsvvJArr7ySLVu2cO+997Jt2zYefvhhgsEgwWCQ66+/ns2bN7NgwQK2bt3K8uXLqa2tBWDFihX80z/9EzfccANbt27lmmuuYfr06QDcdtttfOtb32LVqlU8//zzLFy4MD1Q9M477+QrX/kKHR0dVFdXj+VHIkRaRUUlSlsb/7Ny/P0l4t9CnZRXyBBsIYQQYjTYOMFVbyyJkbSyqokShskb733Kq3/4mER/1VV1uZe/umQaLl3hqR0fpB/r9+qUl7mJxAyOdUVQhxhWPhr8Hp2VX5/FTzf/fsDHKAoMNH9d11Qe+u5lAPz41+8OOSw9VQ2VeZKhpjoD3lNtgqNRdVSotVAIIcToGtMAa8mSJaxcuZK33norfV9LSwu6rjN16tT0fdOnT+fFF18kHA7T3t7OzJkzs9Y2bdoEQGNjY97awYMHsW2bxsZGvva1r2Wt9fT0cPToURobG5k9e3Z6raqqimAwSGNjowRYQgghhBBiTNhAPGnSF02QNLITHcu2+f2Bdra/2ZIe2K6qCl8+r4Yr5tSj95cTeVwqpgVVQQ82Nu2hGIZp4fNoVFd4+bQjimlZAwZGKamoK68Vr8B94LRx2DiteprmJFLlAU+6EklVVCysgs/3uFRiifwWSEWBM6qPt/UN58S8VDj189/sI5Yw0TUnvDJMO6tNUAInIYSY+MY0wEpVSmWKRCJ4vd6s+7xeL7FYjGjU+R8nn8+XtwYQjUaznuvz+bAsi0QiUXAt9ZzctdR66vWGq7o6MKLHi9HzxBNP0NjYWLTrHT7cAsDDD/+wKNc7++yzWbFixaCPcbm0orzWaHG5NGpqgmP6esCYvmYxTfT9CyGEGD22DbGkQV8siWHkx0MftYbZsbeF1o5I9vMsmw8OhfhCfTfnnOVURn9uWhXt4SjdfQn6ogaKAqoKdWeW0xaKDnpKX6bM0/22723h47ZeTNPGxiZpWFmzqVRFoTzg4fLZU3i/qYv2UJTJGVVN+5o70VQFwywcfhkmfL6ukg8Oh7D6t6epCn6vztIF56QfN9zZVbPqJ7Hy67PYuGP/hJxLJYQQYnhKfgqhz+dLB1IpsVgMv9+fDplisRiBQCBrDZwwKx6Pp58XjUbRdR2Px1NwDaCsrCwrBMtcT113uDo6erEmyEDMU90HHxzgg4/2o1d6inI9S3V+07n/04MnfS0jFCeZNGlr6xn0ccmkedKvNZqG8x6K/XrAmL5mMU30/QsxUaiqIr9QEhNKJGEQiSbTgVCmY11R/s9vW9h/qPDBKTbQ3Zfg1d+3cu7UKvw+nUWX1vHLf/9vYv0Dy50ZWE5ws31vS14AVIiuqSyeU8e+5s6CIdDyRecBZAVbyaTJ+/8/e/cel+P9/wH8dR9KpSjmOISoiFQoKYcYYZKcyWFjZGYe853DHLY57DdsM4w5jRE2hCmHbIxEzudMIVTOh1AOHe7u7s/vj9a9bt2lcnPd6fV8PHps93Xd1+d6X5/uW5/7fX8+7yv+Mbp42sKnua32711OGxqNBnIZoG+orM7S4MqtJwhoXRcX4h/nu6yvKMXSWZyciOjtJ3kCy9bWFmq1Grdv30b16tUBAPHx8ahXrx6sra1RsWJFxMfHa+8QGB8fDzs7OwCAnZ0d4uPjtbWs4uPjUbduXe2+3DNy4uPjYWVlhcqVK2uPy/Ho0SOkpKRo26WSSWldBjZta0gdRh6P99+UOgQiIiKSkIBAWkZWduJKT0bnWVom9p66iROx97QJH9sqVnj4JA3P0tQ6z5XJZBAQqFDeDEq5DI41rTG4U/6Jm9wJoJy66nIZIJPLkZUloFDI0M27NhrVroDv1p/B4yfp2hiyNMDDlHT8tCka9WqUh1MdGzxITkNyejpSM4DnNx4jODkNlhZlULtyWQDQSZopFTJo9CTqACArS+BC/GNM6O+qdz9Q9KQUlwkSEb3dJE9gWVpaon379pg7dy6++eYbxMXFYceOHVi+fDkAoFu3bli4cCF++uknJCcnY926dRg/frx238qVK9GiRQsolUosW7YM/v7+2n1ff/01fH19Ua1aNfz000/w8/ODXC5H165dMXDgQPTs2RONGzfGjz/+iNatW8PGxkayfiAiIiKit4tGCKSpspCWT+IqU63BofN3EHHmFjLV2dOklAo5WjWphvea1sDKnbFITX+iTShZmpugXFkTlC9bBspcd/nLL3GjLwHkVMdGO+vJvIwCgAz7z9zGhfjHSLz7RO+MKY1Gg7gbj3H1VgqysjQ6Ca7kp+nYtC8O4/u5ANCtW6XOEjBVyqFS550CplDIdGpZvShnKWNO3CXpLn9ERPR6SJ7AAoCZM2fi66+/Rps2bWBhYYHx48drZ1V99tln+Pbbb9G5c2fIZDIMHjwYnTt3BgAMGDAASUlJ6NWrFzIzM+Hn54cPP/wQANCuXTvcvHkTQUFBePLkCdq0aYMJEyYAABo0aICZM2diypQpePDgAZo1a4ZZs2ZJc/FEREYqOfkxFi9egFGjPoO1Ne9CSURUWBohkJahRmq6Gll6MkIaIXDuShJ2H7+BlOcqnX1ZWRqcufwAtataoY1LdTx6ko70DDXKWZaBRpNdnLxd08LPONeX3Hq/Re08ywULWmqoEQAEIITIk+DK0gAPHv9Xq+vFulUaPdXjFfLsou8v1rLKoS+24OQ0JrGIiEo5SRJYHh4eOHbsmPaxtbU1FixYoPe5ZmZmmDFjBmbMmJFnn0KhwNixYzF27Fi9xw4ePBiDBw/Wu69Lly7o0qVLMaInY5SSkgx1coZRLtdTJ2cgRam/lsWLkrLU+CP50SufM/XfiqgWcvkrtwVkx1XOIC1RSRIWtgWXL19EWNgWDBkyTOpwiIiMXpZGIE2VnbjKr07qtdtPsOtoIm4lPde7P3edq4+6NkT/9+xxOi4JN+8/hZWFqcHqOoXsi0PKMxUAGUyVsn8TTQXXdlUoZNC8UHReIQcq2WTXkf0n4RGepWVCiOyZZBAa5L6PoUyWsz37joX5FVh/sXZXThIr/EgiE1hERKWYUczAIiKgVi3D3SXncWICAKCqbW2DtFcOho2PjF9y8mMcPLgfQggcPLgf/v49OQuLiCgfWRqB1Aw10jLyT1w9SE7Dn8euIzbxsXZbo7oVkHj3KZ6mZuo8VyOAtAw1ypU1RTPHymjumPdO3i+TewmeeRkl8G8drpxlhLcfPM+1FFBkz4p6GSGgVMghhEanqHrvdvV1Zk1pBKDRTufK/q+JQgbIZDA3VaJ6pbIFJuJyL0PMkaVBgUsOiYjo7ccEFr0Vype3RpL6sdEWcS9f/uUf/AMDPzDYOWfNmg4AmDTpa4O1SUWjVmfi1q1bSE5OLpGJn7CwLRD/LvsQQsNZWEREemg0GjzPyCowcfUsLRP7Tt3E8VwF2mtVsUSXFraoVcUKK3bE4HlapnafiVIOG6syqFnFChZlijdUf3EJHgDI5dlzoZKfpuPqrRQ9SwFFrrlSupQKGcS/s6baulbPc+fA5k5VMf6nA3qXIebUwMrMElDIBapXKltg4XYg7zJE4N+ZXvksOSQiotKBCSwiMkolPQGUlJSEtLTUEpv4OXw4Cmp19p2v1Go1Dh8+WCKvg4jodVBrNEhNVyM9I0tvjScgu0D74X/uYP+Z28jIzAIAVLAqA1+PWmhUpwJksuwZTzl1rp6mqmBpYQqLMkrI5TJ4O1crdnwvLsEDAI3mv2SSyCdmAcC8jAJpGVnabQq5DOZllHi3kqV21tT7LWrnOVbfrCkAOjXACjuLqounrc7dE3NmeuW35JCIiEoHJrCI6I2KiorEwYP7X/q8+PhryMrKwtdff4GqVQsexLdq1Rbe3m0MFOHLvewa1OpMJCdnLxGJiNiD69cToFTm/8/tm46/MFq29MaBAxFQq9VQKpVo2bKV1CEREUlKJgMy1QKpGZkFJq40QiD6ykPsPnEdyc+yC7Sbl1HAx7UGWjhVya4BlUv9Gtbo7WOH6GuPcO9RKszLKNG5xavVuXpZMklfLSsAqFHZEn3a1dO5+19ha27pmzUFZCfAtOct5CwqfXdPNFTtLyIiKrmYwKK3hiGLuGvSs2eeyM1e/S2iTs4AKr5yM6WKWp2JrKzsb39TUpLxzjuVCkwAGZukpCTt/wshkJT04KVJOGPj799Tm6STyeTw9+8pbUBERBKRyQCV+t8ZVyo18slbAQDi7zxB+NFE3HqQXaBdIZfB06kq2rq+Cws9YwoZgDKmCrg3qAJPJ8P9nXhpMimfWlZ92tXTe9fCwnhx1lROSa2c2V5FnUVV3DiIiOjtVXI+ERIVwNAFxhP/LYJuW7H2qzdWkQXQc/P2bvPS2UbBwStw7dpVaDQayGQy1KpV26iWr73sGoKCPtB5nJ6eXuLqkVlb26BVq7aIiPgbrVq1LZHLOImIXoVMBmRkapCanomMzKwCE1dJyWn48/h1xCToFmj3da+FiuXM9B6jlMtgWdYUZiZyZKeyDOfFZBKQXQMrS6OBQo58a1m9SsJI36wppzo2BjlH7oL0nI1FRFR6MYFFbwVDFkAHWARdaocPR0GjyR5xazSaEld/6W1Zfufv3xO3bt3k7CsiKmUEVGqB1LRMZKgLTlw9T8/EvlO3cCzmnnZJYc3K2QXabataAQDibiYj8uxtPHqSjgrlzNDO7V00tnsHZc2UkMsMm7jK8WIy6cW7EBZUy+pl9CWTfCpZac/7YmKpOOd48Xy5C9InP01HcHIahnR2ZBKLiKiUYQKLiIxO48bOOHHiWK7HLhJGU3Rvy/I7a2sbTJ48TeowiIjeEAFVpgbP0zOhekniKlOtwZELd7H/zC2kq7KXvNtYlYGvey00rvtfgfa4m8nYeuAanjzProUll8twMPoObMqZoUEtG71tG2q20etYgpdfMsnSogxqVy5r0HPleLEgfc55w48kMoFFRFTKMIFFREbnxo3rLzxOlCiS4uHyOyKikif5eSbS0jJRQN4KQghEX32Iv47/V6DdzFQBH9d34dmoap4C7ZFnb+PJcxXKmCpR3tIUqelqXL2VjO2HEvQmsF7HbCNDLr/LL5m0aV8cxvd7PV826StIX9i7GRIR0duFCSwiMjp379554fFtiSIpPi6/IyIqWbKyNAUmrxLuPkH4kUTc/LdAu1wmQwunKmjn9i4szEz0HpPyPAMVyptBBhmSktOh/jcTk1/yxdCzjQydEMs3mfQ4tchtFZa+gvSFvZshERG9XZjAIiKjY25ugbS0VJ3HJQ2X3xERvR2SUtLw17EbuJDwSLvNqXYF+HrUxDvl80+iKOUy1K9hjQvXHuJpmlq7vaDki6FnGxk6IZZvMsnm9f2dfrEgfVHvZkhERG8PJrDeoKioSG1dnIKkpCQDAMqXf/myo1at2r70jm6F8f33/4erV6+89HlZWWqo1eqXPq+wlEolFIqXvwzt7Oph/PgpBjsvGbeMjPQCHxMREb1uqemZ2Hf6Fo5e+K9Ae41KZdG5hS3qVCuX73EyGWBhZoKyZkp4Na6GuJspUGSoC5V8MfRsI0MnxPJLJvVuV79Y7RWGvrsb8i6ERESlExNYRig5ufAJLEN5+DAJ6WmpMFUUfDccjRAQmgKfUiQatQqyrMwCn6PKEnj4MMlwJyUiIiLKhzoru0B7xOn/CrRbW5pmF2i3q1jgnQNNTRSwsjCByb+1sJyKmHwx9GwjQyfE8ksmNXeqigcPnharzcKelwkrIiJiAssAfvttNa5fl6bI9MGD+186q6tWLVsEBn5Q4HPKl7dGmdQkDHN9x3DBGcjKM0kwe4PJPJJe5cpVdOpgVa5cVcJoiIioNMhdoP3x0wwA2QXa27q+C0+nqjBRyvM9ViGXoayFCcxNlXgxvVWU5IuhZxu9juV3TCYREZFUmMAygOvXE3HxchwUZvpvh1xUmiwFACDu+qvPOspKf/zKbRC9acnJj194/CifZxIRERnGut2XcTYue+wll8ng3rAy2jetgbL5FGgHspcLmpdRoqyZCRTygmexF5YhE0RcfkdERG8TJrAMIKdmlaHIlYa9q4qh4yvJCluHLDExAQAwa9b0lz7XUHXI6D8tW7ZCRMTfEEJAJpOhZcvWUodERERvudtJ2XcXbFjbBp3ca+GdlyyzM1HKYWVhijImcoiCbl8oMc6YIiKitwUTWER6WFtzyaKU/P174uDB/cjMzIRSqYS/f0+pQyIiordc1YoW6OZVB3Wr51+gHQDkchnKmpvAwlQJmQxGnbwiIiJ6mzCBZQDly1vjfooaVnU7SB1KHk+v7Sl0Mfi7zzKx8syrL1t89m/BU0tTxSu3BWTHVdsgLQHe3m04W6oEsLa2QatWbRER8TdatfJhQpGIiF67Qb4OyMzM/041MgBlyihQztwEcnn+9bCIiIjo9WACy0Cy0h/j6bU9BmlLo86+tbEhlhJm18B6eWH2WrWKX8zzRff+XX73TrXaBmmvNgwbX2EkJz/G4sULMGrUZ0yeSMTfvydu3brJ2VdERPRGFHR3QaVCBisLU5iZKjjjioiISCJMYBmAoZMrOfWXbGsZ4o6A7xQqvpfdpbAocupGTZr0tcHafNPCwrbg8uWLCAvbgiFDhkkdTqlkbW2DyZOnSR0GERGVYjIZYGFmAktzJWSQMXlFREQkISawDKCwyZ/CFhAvChYQN7zk5Mc4eHA/hBA4eHA//P17chYWERFRKWNqooCVhQlMFFwuSEREZAz4F9kIWVtbM2EiobCwLRD/fsUqhAZhYVskjoiIiIheJiYmBr169YKLiwv8/f1x9uzZYrWjkMtQztIUNlZlmLwiIiIyIjIhOBm6uB4+fAaNpnR1X2FmkWmXQNrWfml7xjiDLCjoA6Snp2kfm5mZY9my1dIF9ILS8DsgIiosuVyGihUtpQ6DJJaRkYEOHTpg5MiR6N27N8LCwjB//nzs27cPpqamhWojLiEJMshgaW4ChTz/eliUV6VKVnjw4KnUYZR47EfDYD8aBvvRMNiPRVfQ2I5fK5HBlfQZZC1bekOpzF5dq1Qq0bJlK4kjKrqS/jsgIiIqiqNHj0Iul2PAgAEwMTFBr169YGNjg4iIiEK3YWVuCmtLUyaviIiIjBRrYFGReHu3eetn6/j799TOcJLJ5EZ3F7zS8DsgIiIqivj4eNjZ2elsq1OnDuLi4uDr61uoNkyU8lI3s56IiKgkYQKL6AXW1jZo1aotIiL+RqtWbTmTiYiIyMilpqbC3NxcZ5uZmRnS09ML3QaXor6aSpWspA7hrcB+NAz2o2GwHw2D/Wg4TGAR6eHv3xO3bt00utlXRERElJe5uXmeZFV6ejosLCwK3UZprG1qKKzxYhjsR8NgPxoG+9Ew2I9FxxpYREVkbW2DyZOncfYVERFRCVC3bl3Ex8frbIuPj0e9evUkioiIiIgMjQksIiIiIirRPD09oVKpsHbtWmRmZmLz5s1ISkqCt7e31KERERGRgTCBRUREREQlmqmpKX755Rfs3LkT7u7uWLduHZYsWVKkJYRERERk3FgDi4iIiIhKPEdHR2zYsEHqMIiIiOg14QwsIiIiIiIiIiIyakxgERERERERERGRUWMCi4iIiIiIiIiIjBoTWEREREREREREZNRKbQIrJiYGvXr1gouLC/z9/XH27FmpQyIiIiIiIiIiIj1KZQIrIyMDI0eORI8ePXDixAkMGjQIo0ePhkqlkjo0IiIiIiIiIiJ6QalMYB09ehRyuRwDBgyAiYkJevXqBRsbG0REREgdGhERERERERERvUApdQBSiI+Ph52dnc62OnXqIC4uDr6+voVuRy6XGTo0IiIiKgL+LSZD4Wvp1bD/DIP9aBjsR8NgPxoG+7FoCuqvUpnASk1Nhbm5uc42MzMzpKenF6kdG5uyhgyLiIiIiCTCcd2rqVjRUuoQ3grsR8NgPxoG+9Ew2I+GUyqXEJqbm+dJVqWnp8PCwkKiiIiIiIiIiIiIKD+lMoFVt25dxMfH62yLj49HvXr1JIqIiIiIiIiIiIjyUyoTWJ6enlCpVFi7di0yMzOxefNmJCUlwdvbW+rQiIiIiIiIiIjoBTIhhJA6CClcvHgR06ZNw6VLl2Bra4tp06bBxcVF6rCIiIiIiIiIiOgFpTaBRUREREREREREJUOpXEJIREREREREREQlBxNYRERERERERERk1JjAIiIiIiIiIiIio8YEFhERERERERERGTUmsIxUdHQ0vL29pQ6jyE6ePInevXujadOmeO+997BhwwapQyqy8PBwdO7cGa6urnj//ffx999/Sx1SsSQlJcHT0xMRERFSh1JkK1asQKNGjeDq6qr9OXnypNRhFdrdu3cRFBQENzc3tG7dGmvWrJE6pCLZtm2bTt+7urrC0dERX375pdShFc/Jpv8AACAASURBVNrp06fRo0cPuLm5wdfXF9u3b5c6pCI7cuQIunfvDldXV/Tt2xfnzp2TOqRCe/FvWEpKCj755BM0bdoUbdu2xaZNmySMjogKoyjvY5VKhcmTJ8Pd3R0tW7bEkiVLtPuEEJg7dy5atGiB5s2b45tvvkFWVtYbvRYp5DcmZj8WTX7jcvZj8bz4+eDmzZsYMmQIXF1d4evrq/O5obh9/DbL7zMKX49vkCCjotFoxKZNm0TTpk2Fu7u71OEUSXJysmjevLkICwsTWVlZ4p9//hHNmzcXhw4dkjq0Qrt27Zpo0qSJOHXqlBBCiEOHDgknJyfx8OFDiSMruhEjRghHR0exb98+qUMpsv/9739ixYoVUodRLBqNRgQEBIjZs2cLlUolLl++LJo3b659TZVEhw8fFl5eXuLOnTtSh1IoarVatGjRQuzatUsIIcSJEydEw4YNxY0bNySOrPBu3LghmjRpIjZu3CgyMzNFRESEcHd3F/fv35c6tALl9zfs008/FePGjRPp6eni3Llzwt3dXcTGxkoYKRHlpzjv49mzZ4shQ4aIJ0+eiPj4eOHj4yP27t0rhBBi7dq1omvXruLevXvi/v37IiAgQKxZs0aSa3tTChoTsx8Lr6BxOfuxeF78fNCjRw/xww8/CJVKJfbv3y9cXV21n3uK28dvs/w+o/D1+OZwBpaRWbp0KdasWYORI0dKHUqR3b59G23atEG3bt0gl8vh5OQEDw8PnD59WurQCq1OnTo4dOgQ3Nzc8Pz5c9y/fx9ly5aFqamp1KEVyfr162Fubo5q1apJHUqxxMbGokGDBlKHUSznzp3D/fv3MW7cOJiYmKB+/frYsGED6tSpI3VoxfL8+XNMnDgR06ZNQ9WqVaUOp1CePHmCR48eISsrC0IIyGQymJiYQKFQSB1aoR04cAD29vbo06cPlEol2rZtC2dnZ/z5559Sh1YgfX/Dnj9/jr///htjxoxBmTJl4OzsjK5du3IWFpGRKs77eNu2bQgKCoKVlRVq166NgQMHIiQkBAAQFhaGIUOGoHLlyqhUqRKCgoK0+95WBY2J2Y+FV9C4nP1YdC9+Prh69SouX76MTz75BCYmJmjTpg3c3d0RGhr6Su/5t5m+zyj89/HNYgLLyPTs2RNhYWFo3Lix1KEUWYMGDfD9999rH6ekpODkyZNwdHSUMKqiK1u2LG7cuIFmzZrhiy++wNixY2FpaSl1WIWWkJCAVatWYdq0aVKHUixpaWlISEjAmjVr4OXlhc6dO2Pz5s1Sh1VoFy5cQP369fH999/Dy8sLvr6+OHfuHGxsbKQOrVhWrFgBe3t7vPfee1KHUmg2NjYYMGAA/ve//8HJyQmBgYH48ssvS1RCV6PRwMzMTGebXC5HYmKiRBEVjr6/YYmJiVAqlahZs6Z2W506dRAXFydFiET0EkV9H6ekpCApKQn16tXLsw8Arl27lmfflStXIIR4A1cjjfzGxADYj0Wkb1x+/fp19mMR6ft8cO3aNbz77rs6442cvnqV9/zbKr/PKPz38c1iAsvIVK5cGTKZTOowXtnTp08xcuRIODk5oV27dlKHU2TVqlVDdHQ0Vq1ahTlz5uDIkSNSh1QoarUa48ePx5QpU2BtbS11OMWSlJQENzc39O/fHxEREZg5cyZmz56NyMhIqUMrlJSUFBw7dgw2NjaIiIjArFmzMHPmzBJVwyvH8+fPsW7dOowePVrqUIokJ/mzYMECnD17FkuXLsW3336LixcvSh1aoXl7eyM6Ohq7du1CZmYmDhw4gKNHjyIjI0Pq0Aqk729YampqnmScmZkZ0tPT32RoRFRIRX0fp6WlAQDMzc3z7AOyP/TlPtbc3BwajQYqlep1XYJRyT0m9vDwYD8Ww4vj8n379rEfiyC/zwepqak6/QT811ev8p5/W+X3GSUiIoKvxzeICSwyuBs3bqBfv34oX748Fi1aBLm85L3MlEolTExM4OnpiY4dO2Lv3r1Sh1QoixcvRoMGDdCmTRupQym2mjVrYt26dWjTpg1MTU3RrFkz+Pv7l5jfgampKcqXL4+goCCYmppqi4iXlPhz+/vvv1G9enW4uLhIHUqR7N69G9HR0ejUqRNMTU3Rtm1btG3bFqGhoVKHVmi1a9fG/PnzsWTJEnh7e2PHjh3w8/ODlZWV1KEVmbm5eZ5BbXp6OiwsLCSKiIiKqqD3cc6Hr9z7c7/HzczMdJLvaWlpUCqVKFOmzBuIXFovjoktLCzYj8Xw4rj8n3/+YT8WQX6fDwp6X7/Ke/5tld9nlJMnT/L1+AaVvMwCGbULFy6gT58+8Pb2xuLFi/Nko41dZGQkPvjgA51tmZmZJeZDY3h4OHbu3IlmzZqhWbNmuH37Nv73v/9h+fLlUodWaBcuXMgTb0ZGRompQ1anTh2kpaVBrVZrt+XUYippIiIi0LlzZ6nDKLI7d+7k+eZKqVRCqVRKFFHRPXv2DNWqVcO2bdtw7NgxfPfdd7h8+TIaNmwodWhFZmtrC7Vajdu3b2u3xcfH60yZJyLjVtD72NraGhUrVkR8fLzOPjs7OwCAnZ1dnn1169Z9c8FLRN+YmP1YNPmNy2vVqsV+LIL8Ph/Ex8fj1q1bOmOmnH58ldfq2yq/zyjVqlXj6/ENYgKLDCYpKQkfffQRPvzwQ0yaNKlEzrxq2LAh/vnnH4SGhkKj0SAyMhKRkZHo2rWr1KEVyp9//olTp07h5MmTOHnyJKpXr44ff/wRI0aMkDq0QrOwsMCiRYvw559/QqPR4MiRI9i5cycCAgKkDq1QvLy8UK5cOcydOxdqtRqnT5/Gnj170KlTJ6lDK7Jz586VuNlXANCyZUvExsZiy5YtEELg+PHj2LNnD3x9faUOrdCSk5PRr18/XLhwASqVCr/99htu375dIpdkW1paon379pg7dy7S0tIQHR2tnVFGRCXDy97H3bp1w8KFC5GcnIyEhASsW7cO/v7+2n0rV67E3bt3kZSUhGXLlmn3va3yGxOzH4smv3F537592Y9FkN/ng6CgINSrVw/z58+HSqVCZGQkjh07hk6dOr3Sa/Vtld9nlMDAQL4e3yQJ74BIBTh69KjOrYtLgiVLlgh7e3vh4uKi8/Pjjz9KHVqRnDhxQgQEBAhXV1cREBAgjhw5InVIxebj46O9TW5JsnfvXtG1a1fRpEkT0bFjR7Fr1y6pQyqShIQEMXToUNG8eXPh4+MjNm/eLHVIRaZWq4Wjo6O4cuWK1KEUy969e0W3bt2Eq6ureP/998Xu3bulDqnIQkNDhY+Pj3B1dRUDBw4Uly9fljqkQnvxb9jjx4/FmDFjRPPmzUWbNm3Epk2bJIyOiAqjKO/jtLQ08eWXX4oWLVoIT09PsWTJEu0+tVotfvzxR+Hl5SXc3d3FzJkzhVqtfqPX8qYVNCZmPxZNfuNy9mPx5f58cPPmTTF06FDh5uYmOnbsqPO5obh9/DbL7zMKX49vjkyIEriuhYiIiIiIiIiISo2St8aLiIiIiIiIiIhKFSawiIiIiIiIiIjIqDGBRURERERERERERo0JLCIiIiIiIiIiMmpMYBERERERERERkVFjAouIiIiIiIiIiIwaE1hERERERERkEBqNBuvXr0ffvn3RvHlzODs7w8/PD0uXLkVGRka+xx07dgwODg64e/eu3v03b96Eg4MDTp48WaR4du3aBQcHB0ybNq1IxxGR8WECi4jeCJVKhVWrVsHf3x9NmjSBh4cHhg4disjISEnjenGw1K5dOyxevFjnOSdPnsQnn3wCLy8vuLi4oGvXrli6dCnS09NfayxEREREJYlarcbw4cPx008/wc/PDxs2bEB4eDhGjBiBTZs2ISgoCEKIYrVdrVo1REVFoUmTJkU6buvWrahduza2b9+O1NTUYp2biIwDE1hE9NqpVCoMGzYMK1euxMCBA7Fjxw4EBwejYcOG+Pjjj7Fo0SKpQ8xXSEgIhgwZgmrVquGXX37B9u3bMXz4cISEhKB///54+vSp1CESERERGYVff/0Vx44dw+rVqzFw4EDY2dmhRo0a8PPzw6pVq3DixIlif3mpUChQqVIlmJiYFPqYBw8eICoqCmPHjkV6ejp27txZrHMTkXFgAouIXruff/4ZMTExWL9+PXr37o2aNWvC0dER48aNw/Tp07Fo0SKcOHFC6jDzSEhIwMyZM/H5559j6tSpaNiwIWrWrAl/f39s3LgRd+/exaxZs6QOk4iIiEhyQgj8/vvv6N69OxwcHPLsr1WrFsLDw9GmTRv88ccf8PX1xbRp09C0aVNMmDDhpe3nXkK4ZcsWuLq66syoUqlUaN68OTZt2qTdFhYWBlNTU/j4+MDd3R0hISE6bR47dgyNGzfG4sWL4e7ujkGDBgEALl++jGHDhqFJkyZo3bo1vvrqKzx58kQnljFjxsDDwwNOTk5o164dVqxYUeQ+I6KiYQKLiF6rnDoIPXr0QM2aNfPs7927N2rXro3g4GC4urrijz/+0Nk/bdo09O/fH0D2wGT27Nnw9vaGm5sbBg4ciLNnz2qfu3DhQgwaNAhjxoyBm5sb5s2bB41Gg8WLF6Njx45o1KgRmjVrhk8//RSPHj16aewhISGwsrLC4MGD8+yrVKkSPvjgA2zbtk07oNG3/DD3tleJhYiIiMiY3bx5E3fu3EGLFi3yfY6trS1kMhmA7C8Knz17htDQUAQFBRXpXJ06dYIQAvv27dNuO3DgAFQqFTp16qTdFhoaitatW6NMmTLo3LkzoqOjcfHiRZ22VCoVjh07hk2bNmHq1Km4d+8eBg0aBHt7e2zduhU//fQTrly5gtGjR2uP+fjjj6FSqbBmzRqEh4fD398f33//PWJjY4t0HURUNExgEdFrFR8fj5SUFLi6uub7HHd3d0RHR6NDhw46U7vVajX+/PNPBAQEAAAmTJiAEydOYP78+diyZQtatGiBwYMHIz4+XnvM8ePHUbNmTWzduhW9evXCqlWrsGbNGkydOhV//fUX5s6di1OnTmHJkiUvjf306dNwdnaGUqnUu9/DwwOZmZn4559/CtUXrxILERERkTFLSkoCANjY2Ohs79atG1xdXbU/X331lXbfqFGjULNmTdjZ2RXpXGXLlkWHDh2wY8cO7bZt27ahffv2sLKyAgBER0cjLi4OnTt3BgB07NgRJiYm2LhxY572PvroI9ja2sLBwQG///47atSogYkTJ6Ju3bpwcXHBvHnzcOzYMZw5cwbp6ekICAjA9OnT4eDgAFtbW4wePRpyuRyXLl0q0nUQUdHo/1RGRGQgKSkpAPIOZnKzsbHBo0ePEBAQgGHDhuHhw4eoWLEioqKikJqais6dOyMxMRG7du3Cjh07UL9+fQDA6NGjcerUKaxatQozZswAAMhkMnz66acwMzMDANSpUwdz5sxB69atAQDvvvsuWrVqhcuXL7809sePH+udNZbD2toaAAo9g+pVYiEiIiIyZjnjopyxX46lS5ciMzMTADBx4kSoVCoA2WO2GjVqFPt8AQEBGDFiBFJSUqBQKLB//36duqpbt26Fubk52rZtq43P09MT27Ztw4QJE2Bubq59bu7xXmxsLGJjY/V++Xr16lW4urpi4MCBCA8PR3R0NBITExEbGwuNRgONRlPs6yGil2MCi4heq5zBzLNnz/J9zpMnT1ChQgV4eHigcuXK+PPPPxEYGIjt27drv0mLiooCAPTp00fnWJVKpR0IAdlL+3KSV0D2Er4zZ85g3rx5iI+Px7Vr13D16lU0a9bspbHb2NjkGYS9GDcA7Td9L/MqsRAREREZs1q1auGdd97ByZMn0aVLF+326tWra/8/9xhNLpfD1NS02Odr0aIF3nnnHezevRsKhQLlypWDl5cXgOzxYXh4ONLS0tC0aVPtMRqNBkII7Ny5E7169dIbl4mJCby8vDB16tQ856xQoQJSU1MxYMAAZGVlwdfXFx4eHmjSpAl8fHyKfS1EVDhMYBHRa2Vra4tKlSrh1KlT6NChg97nnDx5Ei4uLpDL5fD398eOHTsQEBCAvXv3YsGCBQCgvePMhg0bdAYZAHQGPy/uW7JkCZYvX44ePXqgVatWCAoKwpo1a3D79u2Xxu7m5oY//vgDmZmZeu94c+LECcjlcjRu3DjfNtRqtUFiISIiIjJmCoUCgYGBWL58OQIDA/MsC1SpVHj06BGqVq1qkPPJ5XJ069YNf/31F2QyGfz8/KBQKAAAe/fuRXJyMmbNmoVGjRppj9FoNPjwww8REhKik8DKrV69eti+fTuqV6+uHf/duHED33zzDT7//HPcvn0bsbGxOHbsmPaL2mvXrmmTY0T0+jCBRUSvlUKhwMCBA7F8+XL0798ftra2Ovu3bduGuLg47bdc3bt3x/Lly7Fp0yZYWlrC29sbALTLBh8+fIiWLVtqj58+fTrs7OwwcOBAvecPDg7GmDFj8OGHH2q3JSYm5lvXKre+ffti3bp1WLVqFUaMGAEA+OGHHxAXF4cRI0Zg9erV6NKlCypUqAAgO8mWe6bZs2fP8PDhQ4PEQkRERGTsRowYgfPnz6N///74+OOP4e3tDTMzM5w9exbLly9HfHy89k5/+Tl27Fie0hP29vZ6n9u9e3esWrUKQgiMGzdOu33r1q2wtbVFQECAtmh8jn79+mHx4sV5irnnGDhwIH777Td88cUXGDFiBFQqFWbMmIEnT56gdu3aSE9PBwBs374d7dq1w/Xr17V3pc69KoCIDI+fmojotfvoo49w9uxZBAYGYuzYsXB3d0dGRgZ27dqFZcuWYfTo0fDw8ACQXSfK2dkZCxYsQJ8+fbTfpNna2qJLly748ssv8dVXX6FOnTrYsmULNmzYgF9//TXfc1eoUAFRUVFo3bq19o6IZ86cQZMmTV4at62tLWbMmIGpU6fi/v376NGjBzp37oyjR49iwIABsLS0xOTJk7XPd3Fxwc6dO9GhQwdYWlpiwYIF2vhfNRYiIiIiY6dUKrF48WKEhYXhjz/+wNKlS5Gamorq1avD29sbCxcuRO3atfPcdTq3CRMm5Nn2zTffwNPTM8/2unXrokGDBlCpVHBwcAAAPHjwAFFRUZgwYUKe5BUABAYGYsWKFQgJCYGvr2+e/ZUqVcKqVavwww8/oE+fPjAzM4OHhwcWLFgAU1NTODs7Y8KECfjll1/w/fffo3r16ujVqxcOHDigTd4R0eshE5znSERvgEajQUhICDZt2oRr167B1NQUjRo1wpAhQ7RFzXOsX78e06ZNQ1hYGBwdHbXbnz9/jrlz5+Kvv/7C06dPYWdnh08++QTvvfceAGDhwoXYtm0b9uzZoz3m/PnzmDFjBi5duoRy5crB3d0djo6OWLp0KQ4dOoTo6GgMHjwYkZGRqFq1Ktq1a4devXph1KhR2jbOnTuHX375BadPn8azZ8/w7rvvol27djh48CAAYNq0aXBzc8O9e/fw1Vdf4ejRo7CyssLQoUNx4MABuLu7Y9SoUUWOhYiIiIiIiLIxgUVEVExqtRrbt2+Hg4MDGjZsKHU4REREREREby0msIiIiIiIiIiIyKjJpQ6AiIiIiIiIiIioIExgERERERERERGRUWMCi4iIiIiIiIiIjBoTWEREREREREREZNSYwCIiIiIiIiIiIqPGBBYRERERERERERk1JrCIiIiIiIiIiMioMYFFRERERERERERGjQksIiIiIiIiIiIyakxgERERERERERGRUWMCi4iIiIiIiIiIjBoTWEREREREREREZNSYwCIiIiIiIiIiIqPGBBYRERERERERERk1JrCIiIiIiIiIiMioMYFFRERERERERERGjQksIiIiIiIiIiIyakxgERERERERERGRUWMCi4iIiIiIiIiIjBoTWEREREREREREZNSYwCIiIiIiIiIiIqPGBBYRERERERERERk1JrCIiIiIiIiIiMioMYFFRERERERERERGjQksIiIiIiIiIiIyakxgERERERERERGRUWMCi4iIiIiIiIiIjBoTWEREREREREREZNSYwCIiIiIiIiIiIqPGBBYRERERERERERk1JrCIiIiIiIiIiMioMYFFRERERERERERGjQksIiIiIiIiIiIyakxgERERERERERGRUWMCi4iIiIiIiIiIjBoTWEREREREREREZNSYwCIiIiIiIiIiIqPGBBYRERERERERERk1JrCIiIiIiIiIiMioMYFFRERERERERERGjQksIiIiIiIiIiIyakxgERERERERERGRUWMCi4iIiIiIiIiIjBoTWEQlUGhoKHr16gUXFxe4urqiX79+CA8PL1IbgwYNwpQpUwr9/Hbt2sHBwUH706BBAzRr1gwfffQRLl68WOCxDg4OCAsLK1J8Urp69SqmTJmCdu3aoVGjRvD09MTo0aNx7tw5qUMrkiNHjmDkyJHw9PSEq6srunfvjvXr10MIIXVoRERE9C+O616vt2VcBwAjRoyAg4MDoqOjpQ6FSBJMYBGVMBs3bsSMGTMwYMAAhIWFYdOmTWjbti3+97//YevWra/13MOHD0dUVBSioqKwf/9+BAcH49mzZxg6dCiePXuW73FRUVHo1KnTa43NUA4ePIiePXsiJSUFs2bNwu7du7F8+XJUrFgRgYGBOHLkiNQhFsrKlSvx0Ucfwd7eHr/++itCQ0MxYMAAfP/99/j666+lDo+IiIjAcd3r9raM6wDgwYMHiIqKQu3atbFhwwapwyGShFLqAIioaDZu3Ig+ffqgR48e2m316tVDfHw81qxZg4CAgNd2bgsLC1SqVEn7uEqVKpg4cSL69euHo0eP4r333tN7XO5jjNnTp0/xxRdfoH379pg7d652e/Xq1dG4cWOoVCr88MMP2LJli4RRvlxMTAzmzp2LKVOmIDAwULvd1tYWlpaWGDt2LHr27IkmTZpIGCURERFxXPf6vC3juhxhYWGoUqUKAgMDMW/ePEyePBmWlpZSh0X0RnEGFlEJI5fLcfr0aTx9+lRn+8SJE7Fw4ULt44sXL2L48OFo1qwZGjVqBF9fX4SGhubb7smTJ9GvXz84Oztr/9BnZGS8NB6FQgEAMDU1BZA9rXzBggVo3bo1WrdujQcPHuSZah4aGgo/Pz84OzujU6dOOt8w3rlzB2PGjIGbmxtatmyJsWPH4t69e3rPffToUTg4OODGjRs6299//33MmzcPALB8+XK0b99e2we//fZbvteya9cuPHz4EOPHj9e7f/z48Vi5cqX28c2bNzFmzBh4eHjAyckJ7dq1w4oVK7T7v/jiC3z22WcYNGgQmjZtit9//x0ZGRmYNWsWfHx80KhRI7Ro0QKTJk1CWlqa9rjIyEh069YNjRs3Ro8ePbB69Wo4ODho96ekpGDSpEnw8PCAu7s7hg8fjmvXrmn3b9q0CdbW1ujXr1+ea+jUqRNWr14Ne3t7AEBycjImTZoEb29vODk5wdvbG3PmzIFGowEALFy4EIMGDdL+TubNm4ekpCSMHj0aHh4ecHFxwQcffIDY2Nh8+5WIiIj047juPxzX6R/X5e7nFi1aoEOHDkhLS8O2bdt09uuLDwBCQkLg6+sLZ2dn+Pn55ZnZ99dff6Fnz55wdnZGkyZN0K9fPy5RJOMliKhECQ8PFw4ODqJJkyYiKChIrFixQsTExOg85/nz58LT01NMnjxZXL16VVy5ckVMmTJFODk5iQcPHgghhBg4cKCYPHmyEEKImJgY4ezsLFasWCESEhLE4cOHxfvvvy+++OILbZs+Pj7i559/1jnP9evXxeDBg4WXl5d4+vSpEEIIe3t74eXlJWJiYsS5c+e020JDQ4UQQuzcuVM0bNhQrF69WiQkJIiQkBDRsGFDcfDgQfH8+XPRvn17MW7cOHHp0iURExMjPvnkE+Hr6ysyMjLy9IVGoxE+Pj5i6dKl2m0xMTHC3t5eXLt2Tezdu1e4u7uLw4cPi5s3b4qQkBDh4OAgjh8/rrdvx48fLzp27Fjo30XXrl1FUFCQuHjxokhISBDz588X9vb22t/HxIkThb29vQgODhZXrlwR9+/fF9OnTxcdOnQQJ06cEDdu3BA7d+4UjRs3FqtWrRJCCHHhwgXRoEEDMW/ePHHt2jUREhIinJ2dhb29vfaa+/TpI4YOHSqio6NFXFyc+Oqrr4SHh4d49OiREEKI3r17ixEjRhTqGkaMGCF69+4toqOjxfXr18W6deuEg4OD2LNnjxBCiJ9++knY29uL7777TiQkJIjr16+L0aNHi6CgIHHlyhVx9epVMWrUKNG+fftC9xsRERFl47juPxzX6R/XCSHEuXPnhL29vYiIiBBCCNG3b1/h7++vE7+++H777TfRokULsWvXLpGYmChCQ0NF06ZNxR9//KFt19HRUaxbt07cuHFDnDt3TvTt21d069at0P1G9CYxgUVUAp06dUqMGTNGNG3aVNjb2wt7e3vRvXt3cfnyZSGEEElJSWLZsmUiNTVVe8z169eFvb29OHHihBBCd6Dz+eefi08//VTnHCdPnhT29vbi3r17QojsgY6Tk5NwcXERLi4uwsnJSTg4OIiAgABx5swZ7XH29vbihx9+0Gkr90CnT58+YuLEiTr7V61aJSIjI0VISIho2bKlUKvV2n0ZGRnCxcVFbN++XW9fzJs3T3Tt2lX7ePbs2aJPnz7adr28vERCQoJ2/+HDh0VSUpLetoYOHSr69u2rs23nzp3aa875uXXrlkhLSxMrV64Ud+/e1T5XrVYLR0dHsXXrViFE9kDCy8tLp73Q0FBx8uRJnW2BgYFi0qRJQgghJkyYIAYMGKCzf/bs2dqBzqFDh0SDBg20A8scHTt21A74OnbsKD7//HO91/iitWvXal83Odq2bSsWLVokhMhOYDk4OIi0tDTtfj8/PzFu3DiRnp4uhMh+vR09elRkZWUV6pxERET0H47r/sNxXbbc4zohhJg2bZpoAMcIIgAAIABJREFU1qyZNvG3Zs0aYW9vr00q5hdfq1atxLp163S2LV68WJvYi4mJEevXr9fZv3nzZuHo6CiIjBFrYBGVQG5ubnBzc0NWVhYuXLiAffv2Yd26dRg+fDh2796NihUrYsCAAQgNDUVsbCwSEhK0d5TJysrK015sbCwSExPh6uqq3Sb+vVPd1atXUblyZQBAYGAgBgwYACB7irm1tbXetfc1a9bMN/bLly+jW7duOts++OADAMD06dPx6NEjNGvWTGd/Wloarl69qre9gIAALFmyBHFxcbCzs0N4eDhGjhwJAPDz88PmzZvRsWNH2Nvbw9vbG926dUPFihX1tmVtbY3bt2/rbGvTpo12iv6FCxcwduxYaDQamJmZYeDAgQgPD0d0dDQSExMRGxsLjUajXX4HADVq1NBpz9/fH1FRUfjuu++QkJCAK1eu4Pr169rnxcTEoHXr1jrHNG3aFL/++qt2f1ZWFlq1aqXznIyMDG0f2djYICUlRe81vqh///7Yu3cvNm3ahISEBFy6dAl3797VuYZKlSrBzMxM+3jUqFGYOHEidu/ejebNm6N169bo3r075HKuSiciIioqjuv+w3FdttzjOpVKhfDwcLRv3167tLNTp0749ttvsXHjRjg7O+uN79GjR7h37x7mzJmDH374QbtdrVYjKysLKpUKDRo0gJWVFZYtW4YrV67oXDeRMWICi6gEuXPnDpYtW4ZPPvkElSpVgkKhgLOzM5ydndGsWTMMGzYMly5dQpUqVdC3b19UqVIFPj4+aNu2LSpXroyePXvqbdfExATdu3fH8OHD8+zLXaizfPnysLW1fWmcZcqUyXefUpn/PzsmJiaoV68eFi1alGeflZWV3mNsbW3h6uqKHTt2oGXLlnj06BG6dOkCAKhYsSK2bduGU6dOISoqCpGRkQgODsacOXPg5+eXpy03NzeEh4cjKSkJ77zzDgCgbNmyKFu2LIDsu7/kSE1NxYABA5CVlQVfX194eHigSZMm8PHx0Wkzd+IHAKZOnYq///4bAQEB6NixI8aOHYsZM2Zo9ysUigIHDSYmJrC2tkZISEiefRYWFgAAV1dXbN26FRqNJk9SSaPRYOTIkejRowd8fX0xYsQIxMfHw8/PD/7+/nB2dsaQIUMKvIZOnTqhZcuWiIyMxOHDh7F48WKsXr0aISEh2n4jIiKignFclxfHdf/JGdft3bsXycnJCAsL06l7pdFoEB4ejkmTJmkTj7njMzExAQB8+eWXcHd3z9O+UqnE0aNHMXz4cLRv3x5ubm7o2bMnEhISeMdqMlpMYBGVIGXKlMHmzZtha2uLDz/8UGdfuXLlIJPJULFiRezZswfPnz/Hb7/9pi3GefDgQQD/fQOXW7169XD16lWdQcyZM2fwyy+/YPr06do/oIZgZ2eHf/75R2fbhAkTUK5cOTg4OGgLkJcvXx4A8OzZM4wbNw4ffPABWrRoobfNgIAArF69GikpKfDx8dEeGx4ejsePHyMwMBDNmzfH2LFjMXz4cGzbtk3vQOf999/HokWLMHfuXMyaNSvP/txFR48fP47Y2FgcO3YM1tbWAIBr165Bo9Ho7eOca9myZQsWLFiAjh07Asj+FuzGjRuoXr06gOxiqS8Wzjx37pz2/+vXr4/k5GQA0P6+srKyMG7cOHTo0AFdunRBQEAAgoODsX79ep27EALAzp07ERkZiREjRuDKlSuIiorCH3/8AScnJ22MDx48yPca1Go15s6di27dusHPzw9+fn54+PAhWrZsiePHj2sHmURERFQwjus4rivMuG7r1q2oUqWKTkF5ADh16hSmTZuG7du3o3///nnis7KyQpUqVXDz5k307t1bu339+vWIjY3FjBkz8Pvvv8PLywvz58/X7j906BCA7NeWTCbTe+1EUuF6D6ISpEKFChg2bBjmzp2LhQsX4tKlS0hMTMSePXswadIkBAQEoHr16rCxscGzZ8/w119/4datW9i7d6/2mxSVSpWn3eHDhyM6OhqzZs3C1atXcfz4cUycOBFPnz41+K2SP/roI2zfvh3r16/H9evXERISgp07d6Jdu3bw8/ODjY0NPvvsM5w/fx6XL1/G559/jnPnzqF+/fr5ttmlSxfcunUL27ZtQ/fu3bXbVSoV5syZg23btuHWrVs4cuQIYmJi0KRJE73tWFtbY+7cudi9ezeCgoIQFRWFW7duITo6Gv/3f/+HiRMnokGDBrC2tkaFChUAANu3b9e2/dlnn2nPq0+ZMmVgYWGBvXv34vr164iJicHnn3+OO3fuaI/58MMPcfr0aSxcuBAJCQkIDQ3F2rVrtW14enrCxcUFn332GU6ePIn4+HhMnToVERER2jsL2tvbY/To0fi///s/zJs3D5cuXcLVq1fx66+/4ssvv8TAgQPRrFkzlCtXDkqlErt27cLNmzdx5swZjBo1CiqVKt9rUCqVuHDhAr766iucO3cON27cwMaNG2FiYqJNghEREdHLcVynH8d1/43rHjx4gKioKPTr1w/29vY6P3369MG7776rd/ZWjo8//hirV6/Gxo0bcf36dWzfvh2zZ8/Wvg4qVKiAS5cu4ezZs7hx4wbWrl2L4ODgAq+bSEqcgUVUwowdOxa2trYICQnB6tWrkZGRgVq1aiEgIEBbc6Bz5844f/48vvnmG6SmpqJWrVoYNWoUli9fjvPnz+dZi+/g4IBly5ZhwYIF+P3332FlZQUfHx9MmDDB4PG/9957+Oqrr7By5Up8++23qFWrFr777ju0bNkSALBq1SrMnj0bQ4YMgUwmg4uLC4KDg/OtbwBkf8PUvn17HD16VOfaunfvjocPH2LhwoW4c+cOKlasiB49emhrKejTsmVLhIaGIjg4GNOnT8fdu3dhbm4OJycnzJw5E35+flAqlXB2dsaECRPwyy+/4Pvvv0f16tXRq1cvHDhwAOfPn9f7TZiJiQnmz5+POXPmoGvXrqhQoQJat26NoUOH4u+//wYAODo6YsGCBfjxxx+xbNkyNGjQAP369cO6desAADKZDD///DPmzJmjTTY1aNAAK1asQL169bTnGjVqFOzs7LB27Vps2LABKpUKderUwZQpU7RLDqpUqYJvv/0WCxcuRHBwMKpUqYLOnTujSpUqOH/+fL59NHfuXHz77bcICgrC8+fPUb9+ffz888+FWoZARERE/+G4Li+O6/4b161cuRJyuRx9+vTJc36FQoHBgwdj1qxZ+Y7b+vfvD5VKhZUrV2LmzJmoUqUKRo0ahREjRgAAxowZg/v372PYsGFQKBRwcHDA7NmzMXbsWJw/fz5P/TIiqclEfnMiiYjojYuOjoapqSkcHR2125YvX46QkBDtYIiIiIiIjB/HdUSGxSWERERGJCYmBkOGDMGBAwdw+/Zt7N+/H8HBwXnu8ENERERExo3jOiLD4gwsIiIjotFosGjRIoSGhuL+/fvauwwFBQUVeKcfIiIiIjIuHNcRGRYTWEREREREREREZNS4hJCIiIiIiIiIiIwaE1hERERERERERGTUmMAiIiIiIiIiIiKjxgQWEREREREREREZNSawiIiIiIiIiIjIqDGBRURERERERERERo0JLCIiIiIiIiIiMmpMYBERERERERERkVFjAouIiIiIiIiIiIwaE1hERERERERERGTUlFIHUJI9fvwcGo2QOgwiIqJSSy6XwcamrNRh0FvgdY/rKla0xMOHz15b+8aqNF53abxmoHReN6+59CiN1y3VNRc0tmMC6xVoNIIJLCIiIqK3wJsY15XWcWNpvO7SeM1A6bxuXnPpURqv29iumUsIiYiIiIiIiIjIqDGBRURERERERERERo0JLCIiIiIiIiIiMmpMYBERERERERERkVFjAouIiIiIiIiIiIwaE1hERERERERERGTUmMAiIiIiIiIiIiKjxgQWEREREREREREZNSawiIiIiIiIiIjIqDGBRUREkkhOfozZs2cgJSVZ6lCIiIiIiMjIMYFFRESS2L59K+LiLmHbtj+kDoWIiIiIiIwcE1hERPTGJSc/RlRUJIQQiIo6wFlYRERERERUICawiIjojdu+fSs0GgEA0Gg0nIVFREREREQFUkodABERlT5HjhxCVpYaAJCVpcaRI4cwaNBQiaMiIiIiMpx/Eh4h/EgiHiSnoZK1Obp42qJR7QpSh0VUYnEGFhERvXGenl4AZP8+kv37mIiIiOjt8E/CIwTvuoi4G4/xMCUdcTceI3jXRfyT8Ejq0IhKLCawiIjojWvTph0A8e8jgbZt20sZDhEREZFBhR9JRPLTdGRpsh9naYDkp+kIP5IobWBEJRgTWERE9MZFRu6DTJY9A0smk2H//r0SR0RERERkOA+S07TJqxxZmuztRFQ8rIFFRERv3JEjhyBE9gwsIQRrYBEREVGJpa/WVSVrc50ZWACgkAOVrM2lC5SohOMMLCIieuM8Pb2gUGR/h6JQKFkDi4iIiEqk/GpdOdWxgbWVGRT/fuJWyAFrKzN08bSVNmCiEowJLCIieuP8/AIgl2cvIfx/9u49vMny/h/4+0nSJi2NpEelWnqgKGgRi6AUFBCmfFspTO12TeXguW7sJ+ooczLsBL6ega2gfkE7BTls4KYWViYDRIcUp5MBRSvFHjh0SE8JPSRN8uT5/RESmp5I0hyb9+u6vC6bO8lz36mHh3c+9+eWyWSYOfNuP8+IiIiIyHW99bo6Vt2MedkjMDwpGrGDVRieFI152SN4CiFRP3ALIRER+ZxGE41bbpmMffv24JZbJmHwYI2/p0RERETksr56XWWkxDCwIvIgVmAREZFf5ObeheHDr2H1FREREQWteE2EfZugDXtdEXkHAywiIvILjSYazzzzHKuviIiIKGjlZCWz1xWRjzDAIiIiIiIiInJDRkoMe10R+Qh7YBERERERERG5ib2uiHyDFVhERERERERERBTQGGAREREREREREVFAY4BFREREREREREQBjQEWEREREREREREFNAZYREREREREREQU0BhgERERERERERFRQGOARUREREREREREAY0BFhERERERERERBTSfBVglJSXIzMx0+GvEiBFYsmQJdDod5s+fjxtvvBFTpkzBtm3b7K8zGo149tlncdNNN2HChAl488037WOSJGHFihUYP348xo0bh+XLl0MURfv4u+++i1tvvRVjxozBwoUL0d7ebh/bsWMHpk2bhszMTOTn56OhocE3HwQREREREREREbnEZwHWzJkzcejQIftfb7zxBuLi4jB//nwsWbIEkZGROHDgAIqKivDaa6+hoqICALBq1SrU1dVhz5492Lx5M7Zt24a9e/cCADZt2oR9+/ahpKQEpaWl+Prrr7F582YAwCeffILi4mJs2LABn376KXQ6HYqKigAAFRUVKCwsxMqVK1FWVoa4uDg8//zzvvooiIiIiIiIiIjIBX7ZQtjW1oZf//rX+N3vfge1Wo3du3fjiSeegFKpxPXXX48ZM2bYq7BKSkqQn58PtVqNlJQUzJ49G1u3bgUAfPTRR5g3bx4SEhIQHx+P/Px8h7G8vDykpqZCrVZjwYIFeP/99yGKIrZv345p06Zh9OjRUKlUWLhwIfbs2YPGxkZ/fBxERERERERERNQHvwRYb7/9Nq6++mr86Ec/Qm1tLRQKBZKSkuzjqampqKyshE6nQ0NDA9LT07uNAUBVVVW3sRMnTkCSpB7HWlpa8MMPP3Qbi46OhlqtRlVVlTeXTURERDRgsD0EERER+ZLPA6y2tjZs3LgRv/zlLwEA7e3tUKlUDs9RqVQwGAzQ6/UAgIiIiG5jAKDX6x1eGxERAYvFAqPR2OOY7TVdx2zjtusRERERUd/YHoKIiIh8SeHrC+7evRuJiYm44YYbAFiDI1sgZWMwGBAZGWkPmQwGA6KiohzGAGuY1dHRYX+dXq+HQqGAUqnscQwABg0a5BCCdR63va+zYmOjXHo+ERER0UDUU3uIjz/+uFt7iCVLlqCkpASvvfYa1Go11Gq1vT3E1KlTHdpDAEB+fj7WrFmDOXPmOLSHAIAFCxbggQceQEFBgUN7CABYuHAhJk6ciMbGRsTGxvrtcyEiIiLP8XmA9cknnyA7O9v+c3JyMsxmM+rq6pCYmAgAqK6uRnp6OjQaDWJjY1FdXY24uDj72LBhwwAAw4YNQ3V1tf1mpbq6GmlpafaxzlsCq6uroVarkZCQYH+dTVNTE3Q6nf19ndXY2AqLRXLjUyAiIiJPkMkEfqEUADq3h/jmm296bA+xa9euXttDbNq0CcCl20PcfvvtDmOd20NkZmbaxzq3h2CARURENDD4PMA6fPgwfvazn9l/joqKwrRp07BixQosX74clZWV2LFjB9atWwfAWp6+evVqFBUVQavVYuPGjSgoKLCPFRcXY/z48VAoFFi7di1mzZplHyssLMT06dMxZMgQFBUVITc3FzKZDDNmzMDs2bNxzz33YNSoUVi5ciUmTZqE6OhoX38cREREREHN1h7irbfeAhC87SF8EYTGx6u9fo1AFIrrDsU1A6G5bq45dITiugNtzT4NsERRxNmzZxEfH+/w+LJly1BYWIjJkycjMjISBQUF9qqqJ598Ei+88AKys7MhCALmzp1rr+C677770NDQgLy8PJhMJuTm5uLBBx8EAEydOhWnT59Gfn4+zp8/j8mTJ2PRokUAgJEjR2LZsmVYvHgx6uvrMXbsWLz44os+/CSIiIiIBoaB0h7C25X18fFq1Ne3eO39A1UorjsU1wyE5rq55tARiuv215r7qq73aYAll8vx7bffdntco9HgD3/4Q4+vUalUWLp0KZYuXdrj+z311FN46qmnenzt3LlzMXfu3B7HcnJykJOT48LsiYiIiKirgdQegoiIiAKXz08hJCIiIqKB4/Dhw/bqK8CxPYRer8eRI0ewY8cO5ObmArjYHkKr1aKmpgYbN250aAFRXFyMs2fPoqGhoVt7iD//+c+orKxEa2trt/YQu3btwldffYWOjg62hyAiIhqAfN4Di4iIiIgGBraHICIiIl8RJEniMXpu4imERERE/sVTCMlT2APLO0Jx3aG4ZiA01801h45QXHcg9sDiFkIiIiIiIiIiIgpoDLCIiIiIiIiIiCigMcAiIiIiIiIiIqKAxgCLiIiIiIiIiIgCGgMsIiIiIiIiIiIKaAywiIiIiIiIiIgooDHAIiIiIiIiIiKigMYAi4iIiIiIiIiIAhoDLCIiIiIiIiIiCmgMsIiIiIiIiIiIKKAxwCIiIiIiIiIiooDGAIuIiIiIiIiIiAIaAywiIiIiIiIiIgpoDLCIiIiIiIiIiCigMcAiIiIiIiIiIqKAxgCLiIiIiIiIiIgCGgMsIiIiIiIiIiIKaAywiIiIiIiIiIgooDHAIiIiIiIiIiKigMYAi4iIiIiIiIiIAhoDLCIiIiIiIiIiCmgMsIiIyC+02ma89NJS6HRaf0+FiIiIiIgCHAMsIiLyi+3bP0Bl5XcoKfmrv6dCREREREQBjgEWERH5nFbbjP37P4UkSdi//zNWYRERERERUZ8U/p4AERGFnu3bP4DFIgEALBYLSkr+ijlzHvLzrIiIiIic9+Wxs9i65zjqtXrEayKQk5WMjJQYf0+LaMBiBRYREflcWdnnEEUzAEAUzSgr+9zPMyIiIiJyXnlNE17/y2FUnmpGo86AylPNWL+zAuU1Tf6eGtGAxQCLiIh8LitrIuRyaxGwXK5AVtZEP8+IiIiIyHmlZbXQthggWqw/ixZA22JAaVmtfydGNIAxwCIiIp/Lzb0LgiAAAGQyATNn3u3nGRERERE5r16rt4dXNqLF+jgReQcDLCIi8jmNJhoJCQkAgPj4BAwerPHzjIiIiIicF6+JgLzLn6blMuvjROQdDLCIiMjntNpmnDv3AwDg3LlzPIWQiIiIgkpOVjI0apU9xJLLAI1ahZysZP9OjGgAY4BFREQ+t337B5CshxBCkiSUlPzVvxMiIiIickFGSgzm3zMaw5OiETtYheFJ0ZiSmYjSsloUvHkAr2w5xIbuRB6m8PcEiIgo9PR0CuGcOQ/5eVZEREREzht33RVISRgEwHoq4fqdFfbG7toWA9Zr9ZiXPQIZKTF+ninRwODTCqyzZ88iPz8fY8aMwaRJk7BhwwYAgE6nw/z583HjjTdiypQp2LZtm/01RqMRzz77LG666SZMmDABb775pn1MkiSsWLEC48ePx7hx47B8+XKIomgff/fdd3HrrbdizJgxWLhwIdrb2+1jO3bswLRp05CZmYn8/Hw0NDT44BMgIiKApxASERHRwMJTCYm8z2cBliRJ+MUvfoG0tDR88cUXKC4uxpo1a/D1119jyZIliIyMxIEDB1BUVITXXnsNFRUVAIBVq1ahrq4Oe/bswebNm7Ft2zbs3bsXALBp0ybs27cPJSUlKC0txddff43NmzcDAD755BMUFxdjw4YN+PTTT6HT6VBUVAQAqKioQGFhIVauXImysjLExcXh+eef99VHQUQU8nJz74JMZjuFUMZTCImIiCio8VRCIu/zWYB1+PBhnDt3DgsXLkRYWBiGDx+OP/3pT7j88suxe/duPPHEE1Aqlbj++usxY8YMexVWSUkJ8vPzoVarkZKSgtmzZ2Pr1q0AgI8++gjz5s1DQkIC4uPjkZ+f7zCWl5eH1NRUqNVqLFiwAO+//z5EUcT27dsxbdo0jB49GiqVCgsXLsSePXvQ2Njoq4+DiCikaTTRuOWWyRAEAbfcMomnEBIFIVbWExFdxFMJibzPZwHWsWPHMHz4cLz66quYOHEipk+fjsOHD0On00GhUCApKcn+3NTUVFRWVkKn06GhoQHp6endxgCgqqqq29iJEycgSVKPYy0tLfjhhx+6jUVHR0OtVqOqqsqbHwEREXWSm3sXhg+/htVXREGIlfVERI54KiGR9/msibtOp8MXX3yB8ePH45NPPkF5eTkeeeQRrFu3DiqVyuG5KpUKBoMBer213DIiIqLbGADo9XqH10ZERMBiscBoNPY4ZntN1zHbuO16zoqNjXLp+UREdFF8vBorVrzq72kQkRs6V9bL5XJ7Zb1SqcTu3bvx8ccfd6usX7JkCUpKSvDaa69BrVZDrVbbK+unTp3qUFkPAPn5+VizZg3mzJnjUFkPAAsWLMADDzyAgoICh8p6AFi4cCEmTpyIxsZGxMbG+u0zIqLQkpESg3nZI1BaVot6rR7xmgjkZCWzgTuRB/kswAoPD8fgwYORn58PABgzZgymT5+OoqIieyBlYzAYEBkZaQ+ZDAYDoqKiHMYAa5jV0dFhf51er4dCoYBSqexxDAAGDRrkEIJ1Hre9r7MaG1thsUguvYaIiIg8RyYT+IWSH3SurN++fTuioqLw+OOP45prrumxsn7Xrl29VtZv2rQJwKUr62+//XaHsc6V9ZmZmfaxzpX1DLCIyJcyUmIYWBF5kc8CrNTUVOj1epjNZigU1suKoohrr70WX331Ferq6pCYmAgAqK6uRnp6OjQaDWJjY1FdXY24uDj72LBhwwAAw4YNQ3V1tf0bt+rqaqSlpdnHOm8JrK6uhlqtRkJCgv11Nk1NTdDpdPb3JSIiIqLesbLePfHxaq9fIxCF4rpDcc1AaK6baw4dobjuQFuzzwKsiRMn4rLLLsOKFSvwq1/9CkeOHME//vEPvPPOOzhz5gxWrFiB5cuXo7KyEjt27MC6desAADNnzsTq1atRVFQErVaLjRs3oqCgwD5WXFyM8ePHQ6FQYO3atZg1a5Z9rLCwENOnT8eQIUNQVFSE3NxcyGQyzJgxA7Nnz8Y999yDUaNGYeXKlZg0aRKio6N99XEQERERBS1W1rsuPl6N+voWr71/oArFdYfimoHQXDfXHDpCcd3+WnNf1fU+a+KuUqnw3nvv4fjx45gwYQIWLlyI3/72t7jhhhuwbNkymM1mTJ48GU888QQKCgrsVVVPPvkkUlJSkJ2djfvuuw8//elPkZ2dDQC47777MHXqVOTl5eHOO+/EmDFj8OCDDwIApk6dikcffRT5+fmYMmUK1Go1Fi1aBAAYOXIkli1bhsWLFyMrKwvnzp3Diy++6KuPgoiIAGi1zXjppaXQ6bT+ngoRuahzZb2NrbLebDajrq7O/nhPlfWdx7pW1nceY2U9ERER2QiSJLGJk5vYA4uIyH3vvfdH7Nu3B1OmTMOcOQ/5ezoUpNgDyz8MBgPuuOMO3HnnnfbK+ocffhjvvPMOiouLER4ebq+sf/TRR7Fu3TqMHj0aL730Er755ht7Zf1DDz2EgoICZGdn47333sPWrVvx1ltvQaFQ4LHHHkNOTg4eeeQR7N27F4WFhfjjH/+IIUOG4Omnn8aVV16JwsJCfPvtt5g9ezbWrl2LUaNGYdmyZTh37py9mt9ZrMDyjlBcdyiuGQjNdXPNoSMU1x2IFVg+20JIRERko9U2Y//+TyFJEvbv/wwzZ96NwYM1/p4WETnJVlm/dOlSTJgwAVFRUQ6V9YWFhZg8eTIiIyO7Vda/8MILyM7OhiAImDt3rkNlfUNDA/Ly8mAymZCbm+tQWX/69Gnk5+fj/PnzmDx5co+V9fX19Rg7diwr64mIfKS8poknL5LPsAKrH1iBRUTknvfe+yM++2wfRNEMuVyBSZOmsAqL3MIKLPIUVmB5RyiuOxTXDITmukN9zeU1TVi/swLaFgNECyCXARq1CvOyRwy4ECvUf9e+FBA9sIiIiGzKyj6HKFp754iiGWVln/t5RkRERETkitKyWnt4BQCiBdC2GFBaVuvfidGAxQCLiIh8LitrIuRy6y52uVyBrKyJfp4REREREbmiXqu3h1c2osX6OJE3MMAiIiKfy829CzKZAACQyWSYOfNuP8+IiIiIiFwRr4mAvEuiIJdZHyfyBgZYRETkcxpNNG65ZTIEQcAtt0xiA3ciIiKiIJOTlQyNWmX23YQiAAAgAElEQVQPsWw9sHKykv07MRqweAohERH5RW7uXThz5jSrr4iIiIiCUEZKDOZlj+AphOQzDLCIiMgvNJpoPPPMc/6eBhERERG5KSMlhoEV+Qy3EBIRERERERERUUBjgEVERERERERERAGNARYREfnFyZM1mD//YZw6VevvqRARERERUYBjgEVERH6xbt3r0Ov1WLt2jb+nQkREREREAY5N3ImIyOdOnqxBXd0ZAEBd3RmcOlWLpCQeuUxERETuK69p4ol4RAMYAywiIvK5deted/h57do1WL78VT/NhoiIiAKNq2FUeU0T1u+sgLbFANECaFsMWK/VY172CIZYRAMEtxASEZHP2aqvevuZiIiIQpctjKo81YxGnQGVp5qxfmcFymuaen1NaVmtPbwCYA+xSsvYa5NooGCARUREPpeYeGWfPxMREVHocieMqtfq7c+3ES3Wx4loYGCARUREPvfYY/Mdfs7P/6WfZkJERESBxp0wKl4TAXmXP93KZdbHiWhgYIBFREQ+N3Roir3qKjHxSjZwJyIiIjt3wqicrGRo1Cr76+QyQKNWISeL9xhEAwUDLCIi8ovHHpuPiIgIVl8RERGRA3fCqIyUGMzLHoHhSdGIHazC8KRoNnAnGmB4CiEREfnF0KEpeP31Yn9Pg4iIiAKMLYxy5RRC2+sYWBENXAywiIiIiIiIKKAMpDCqvKbJ5TCOiLpjgEVERE77/PPPsH//px55L51OCwAYPFjjkfcDgFtumYyJEyd57P2IiIiI+qO8pgnrd1bYT1XUthiwXqvn9kYiN7AHFhER+YVOp4NOp/P3NIiIiIi8prSs1h5eAbCHWKVltf6dGFEQYgUWERE5beLESR6rcHr55WUAgF//eolH3o+IiIgo0NRr9fbwyka0WB8nItewAouIiIiIiIjIC+I1EfbTFG3kMuvjROQaBlhEREREREREXpCTlQyNWmUPseQyQKNWIScr2b8TIwpCDLCIiIiIiIiIvCAjJQbzskdgeFI0YgerMDwpmg3cidzEHlhEREREREREXpKREsPAisgDWIFFREREREREREQBjQEWEREREREREREFNAZYREREREREREQU0BhgERERERERERFRQGOARUREREREREREAY0BFhERERERERERBTQGWEREREREREREFNB8GmC9/fbbyMjIQGZmpv2vr776CjqdDvPnz8eNN96IKVOmYNu2bfbXGI1GPPvss7jpppswYcIEvPnmm/YxSZKwYsUKjB8/HuPGjcPy5cshiqJ9/N1338Wtt96KMWPGYOHChWhvb7eP7dixA9OmTUNmZiby8/PR0NDgmw+BiIiIiIiIiIhc4tMA69tvv8VTTz2FQ4cO2f8aO3YslixZgsjISBw4cABFRUV47bXXUFFRAQBYtWoV6urqsGfPHmzevBnbtm3D3r17AQCbNm3Cvn37UFJSgtLSUnz99dfYvHkzAOCTTz5BcXExNmzYgE8//RQ6nQ5FRUUAgIqKChQWFmLlypUoKytDXFwcnn/+eV9+FERERERBj19OEhFRsCmvacIrWw6h4M0DeGXLIZTXNPl7SuQknwdYI0eOdHisra0Nu3fvxhNPPAGlUonrr78eM2bMsN/olJSUID8/H2q1GikpKZg9eza2bt0KAPjoo48wb948JCQkID4+Hvn5+Q5jeXl5SE1NhVqtxoIFC/D+++9DFEVs374d06ZNw+jRo6FSqbBw4ULs2bMHjY2Nvvw4iIiIiIIav5wkIqJgUl7ThPU7K1B5qhmNOgMqTzVj/c4KhlhBwmcBll6vR01NDTZs2ICJEyciOzsb77//Pmpra6FQKJCUlGR/bmpqKiorK6HT6dDQ0ID09PRuYwBQVVXVbezEiROQJKnHsZaWFvzwww/dxqKjo6FWq1FVVeXNj4CIiIhoQOGXk0REFExKy2qhbTFAtFh/Fi2AtsWA0rJa/06MnKLw1YUaGhowZswY3HvvvSgqKsKRI0fw+OOP48EHH4RKpXJ4rkqlgsFggF6vBwBERER0GwOsoVjn10ZERMBiscBoNPY4ZntN1zHbuO16zoqNjXLp+UREdFFYmBwAEB+v9vNMiMgdnb+cLCgowGWXXYaHH34Y1157bY9fTu7atavXLyc3bdoE4NJfTt5+++0OY52/nMzMzLSPdf5yMjY21psfAxERBZF6rd4eXtmIFuvjFPh8FmAlJSVh48aN9p/Hjh2LWbNm4auvvrIHUjYGgwGRkZH2kMlgMCAqKsphDLCGWR0dHfbX6fV6KBQKKJXKHscAYNCgQQ4hWOdx2/s6q7GxFRaL5NJriIjIymSy9rWpr2/x80womMlkAr9Q8pOB9uWkL/45CtXAPhTXHYprBkJz3VxzcEmIjnSowAIAucz6+KXWFczrdlegrdlnAdaxY8fw+eef47HHHrM/1tHRgSFDhsBsNqOurg6JiYkAgOrqaqSnp0Oj0SA2NhbV1dWIi4uzjw0bNgwAMGzYMFRXV2P06NH2sbS0NPtY5y2B1dXVUKvVSEhIsL/OpqmpCTqdzv6+RERERNS3gfblpLe/mIyPV4dkYB+K6w7FNQOhuW6uOfhkjx+Kc83t9hBLLgM0ahWyxw/tc13Bvm53+GvNfX056bMeWJGRkVizZg3+/ve/w2KxoKysDH/7299w//33Y9q0aVixYgX0ej2OHDmCHTt2IDc3FwAwc+ZMrF69GlqtFjU1Ndi4cSNmzZplHysuLsbZs2fR0NCAtWvXOoz9+c9/RmVlJVpbW1FUVITc3FzIZDLMmDEDu3btwldffYWOjg6sXLkSkyZNQnR0tK8+DiIiIqKgduzYMaxbt87hsa5fTtr09OVk57GuX052HuOXk0RE5CkZKTGYlz0Cw5OiETtYheFJ0ZiXPQIZKTH+nho5wWcVWKmpqfj973+PVatW4ZlnnsHll1+OF198Eddddx2WLVuGwsJCTJ48GZGRkSgoKLBXVT355JN44YUXkJ2dDUEQMHfuXGRnZwMA7rvvPjQ0NCAvLw8mkwm5ubl48MEHAQBTp07F6dOnkZ+fj/Pnz2Py5MlYtGgRAGDkyJFYtmwZFi9ejPr6eowdOxYvvviirz4KIiIioqBn+3Jy6NChuOOOO/DFF1/gb3/7GzZu3IiWlhasWLECy5cvR2VlJXbs2GEPu2xfThYVFUGr1WLjxo0oKCiwjxUXF2P8+PFQKBTdvpwsLCzE9OnTMWTIkG5fTs6ePRv33HMPRo0axS8nicgvymuaUFpWi3qtHvGaCORkJTMYCUAZKTH8vQQpQZIkNnFyE3tgERG57+WXlwEAfv3rJX6eCQUz9sDyr71792LVqlU4deoULr/8cjz11FP4n//5H2i1WhQWFqKsrAyRkZH45S9/iby8PADWLYMvvPAC/vGPf9i/nHz88ccBAKIooqioCH/5y1/sX07+5je/gVxuPfRhw4YNePfdd+1fTi5fvtzeC6u0tBR/+MMfHL6cdKWBO7cQekcorjsU1wyE5ro7r7m8pgnrd1Z025o20Kp7QvH3DITmugNxCyEDrH5ggEVE5D4GWOQJDLDIUxhgeUcorjsU1wyE5ro7r/mVLYdQeaq5W3Pw4UnRWHRvZi/vEHxC8fcMhOa6AzHA8lkPLCIiIiIiIqKBqF6rdwivAEC0WB8nIs9ggEVERERERETUD/GaCMi7/OlaLrM+TkSe4bMm7kREREREREQDUU5WMtZr9d16YOVkJbO5O5GHMMAiIiIiIiIi6oeMlBjMyx7RLagC4NDcXdtiwHqtfsA1dyfyBQZYRERERERERP2UkRLTLZR6Zcshe3gFwB5ilZbVMsAichF7YBERERERERF5AZu7E3kOK7CIiIiIiIiIXFBe04Sdf/oPzjW399nXKl4T4VCBpZALAAToWo14Zcsh9sMicgErsIiIiIiIiIicVF7ThPU7K3D8ZBMadQZUnmrG+p0VKK9p6vbcnKxkaNQqyGXWxu4WSYJZtMAsWvp8HRF1xwCLiIiIiIiIyEmlZbW99rXqytbcfXhSNGSCDJZO2wn7eh0RdccAi4iIiIiIiMhJrva1ykiJwaJ7M3FZVHi3MfbDInIeAywiIiIiIiIiJ8VrIiDv8idpucz6uDdeR0RWLgVYZrMZpaWlWL16NbRaLf71r3+hqYn7dYmIiIiCEe/tiIhc17mvFWANoTRqFXKykr3yOiKycvoUwnPnzuGBBx7A2bNnYTAY8OMf/xjvvPMOjhw5gg0bNmDYsGHenCcREREReRDv7YiI3GPra7Xz4MlLnkJoU17ThNKyWhhNIpRhCijkMiTGD+IphEQucLoC66WXXkJ6ejoOHjwIpVIJAHj11VeRkZGBl156yWsTJCIiIiLP470dEZH7MlJi8Mr/uxWv/nwCFt2becnwav3OClSeakZLuwkdJjPCwmQMr4hc5HQF1hdffIHi4mKEh19sPBcVFYVf/epXuP/++70yOSIiIiLyDt7bERH5Rm+nFm7dewKlEWGo1+qdquIiCnVOB1gGgwFhYWHdHjcajZAkyaOTIiIiIiLv4r0dEZFv9HZqYV19KwThYqC1XqvHvOwRDLGIeuH0FsKJEyfirbfecrihaWlpwcqVK3HzzTd7ZXJERERE5B28tyMi8o2eTh8EAJlM1q0qq7Ss1reTIwoiTldgPfvss5gzZw5uvfVWdHR04Je//CVOnz4NjUaDd99914tTJCIiIiJP470dEZFv5GQlY71Wb99GKJcBkgRIkmNZlmixVms5w9YUntsPKZQ4HWBdccUVKCkpwY4dO/Dtt98iLCwM6enpmDlzpr3xJxEREREFB97bEZE/eDp4CYYgx3ZqYed5tuqN+G9Dm8Pz5DJrtdal2JrC2wIxbj+kgaX3NgZOB1gAcOjQIQwZMgQ/+clPAAD/+7//i0OHDmH8+PH9mx8RERER+Rzv7YjIlzwdvARTkJOREuMwp65zl8sAjVqFnKzkS75Xb03hS8tqA27dRM4QBMAsWtBhskC0WBAb2/PznO6B9eGHH+Kxxx5DVVWV/TGdTodHHnkEO3fu7PeEiYh8SattxksvLYVOp/X3VIiI/IL3dkTka30FL4Hwfr5kq8oanhSN2MEqDE+Kdjp4660pvLPbD4kChQQJBpOI5vMdaNR14HybEWbRAxVY69atQ2Fhof0bOgB45ZVXMHbsWLzxxhvIzs7u38yJiHxo+/YPUFn5HUpK/oo5cx7y93SIiHyO93ZE5GueDl6CPcjpWpXlrHhNhENwBzi//ZDI3yQAJrMFBqMZBqMIi8X5k4+drsA6c+ZMj+XkWVlZOHnypNMXJCLyN622Gfv3fwpJkrB//2eswiKikMR7OyIqr2nCK1sOoeDNA3hlyyGU1zR59Xo9ncbXn+DF0+8XLHKykqFRq+xrd2X7IZE/2LYIthpMaNTp0XzegHaD2aXwCnAhwBo6dCg+/fTTbo9//vnnGDJkiEsXJSLyp+3bP7D/x9JisaCk5K9+nhERke/x3o4otNl6MFWeakajzoDKU81Yv7PCqyGWp4OXYAtyPBUY9mf7IZGvCAIgWiS0G81oOG9A43kDWttNMItSH23a++b0FsKHH34Yv/3tb/HNN99g1KhRAIDy8nKUlJTgueeec/PyRES+V1b2OUTRDAAQRTPKyj7nNkIiCjm8tyMKbf5oBN7TaXz9OTXQ0+/nTZ5uOO/u9kN/CYbTIskzJEjoMFlg6DDDaLLAIrkbV3XndID14x//GOHh4diwYQN27tyJsLAwpKWlYdWqVfjRj37ksQkREXlbVtZEfPbZPoiiGXK5AllZE/09JSIin+O9HVFo81f/KE8HL8ES5ITyyYG+Oi2SIZn/9KevlSucDrAAICcnBzk5OV6ZCBGRr+Tm3oX9+z+FKAIymQwzZ97t7ykREfkF7+2IQhcbgftWsDec7w9fhHe+CsnoIkEATKIFHUYR+g4zxH5sDXRWnwHW9u3bMX36dISHh2P79u19vlFubq5HJ0ZE5C0aTTRuuWUy9u3bg1tumYTBgzX+nhIRkU/w3o6IbHKykrFeq7f/gT/Q+0cFu1AODH0R3oVyhZsvWZuxS+gwizB0iDCZRXhwh+Al9RlgFRQUYMKECYiNjUVBQUGvzxMEgTc5RBRUcnPvwpkzp1l9RUQhhfd2RGQTTP2j+iNQtpWFcmDoi/AulCvcfEGCBKPZAr3BDKPZ4pUtghZJwskfWnC+zYSrU+N6fE6fAVZFRYX97/fv34+4uJ7fhIgo2Gg00XjmGTYpJqLQwns7IuosWPpHuaO8pglb91airr4Ntj9r+3NbWagEhj3xRXgXyhVu3iJJ1tDKm32tLJKE2rMtKK9qwrHqRpxvNyEhOgL351zb4/Od7oGVl5eH1atX20+pISIiIqLgxXs7IgpEnqiYsvVD0rUa0fnP3P7eVjaQA8O++CK8C+UKN0/q3NdKbGpDc4vB41sELRYJNWdbUF7ViGM1TWhpNzmMJ0T3Hjo6HWBJkoTw8HD3Z0lEREREAYP3dkQUaDzViNvWDwkQuo1xW5l/eDu8C+UKt/7qra9VmCrcY+GVNbQ6j6NVTfimugktesfQKjE2EhlpschIi8GV8VG9vo/TAdY999yDRx55BHfffTeuuuoqqFQqh3H2SSAiIiIKHry3I6JA46lG3LZ+SOEKAWKXbU/cVjZwhWqFm7sc+lqZLLB4uNTKYpFQffb8he2BTWjtGlrFDcKotBhkpMYidrCql3dx5HSA9cYbbwAA1q5d222MjT6JiIiIggvv7Ygo0HiqEbetH5JFkiCXOYZY3FZGoUwCYPJiXyvRIqH6v+cvbA9sRluX0OrK+EEYlWqttIq5zLnQqjOnA6zOTT/7o6GhAbm5uXjhhRdw22234fTp01i8eDGOHDmChIQEPPPMM7jtttsAADqdDs8++ywOHjwItVqN+fPn4yc/+QkAwGg04ne/+x12794NhUKBOXPm4Oc//zkAa0n8ypUrsW3bNoiiiFmzZuE3v/kN5HI5AODdd99FcXEx2traMHXqVCxduhSRkZEeWR8RERFRMOC9HREFmv404u7cOytCqUCkKgztBusfnhVyGSwWCxLjo/DTqekerdLx9SmHgXKqIgWPzn2t9B1miBbJo32tRIuE6rrzOFrViG9qmtBmMDuMXxU/yLo9MNW90KqzSwZY7e3tOHjwIJRKJW644QYMGjSoXxdcvHgxtFqt/ecFCxZgwoQJePvtt3HgwAE89dRT2L17N2JiYrBkyRJERkbiwIED+O677/Doo49i1KhRGDFiBFatWoW6ujrs2bMHjY2NeOihh3DNNddg6tSp2LRpE/bt24eSkhIIgoD8/Hxs3rwZc+bMwSeffILi4mJs2LABcXFxePrpp1FUVIRnnnmmX+siIiIiCga8tyOiQOVuI+6uvbPkMiBSFYYhcYOg7xC9FvR8eeysR3p2OctTPcJo4BMEa7DUYRKh79TXylNEi4SqOp11e2BNE9p7CK1GXehpFa3uX2jVmayvwYqKCtxxxx34xS9+gYcffhjZ2dk4cuSI2xfbsmULIiIiMGTIEADA999/j+PHj2P+/PkICwvD5MmTcdNNN+HDDz9EW1sbdu/ejSeeeAJKpRLXX389ZsyYgW3btgEASkpKkJ+fD7VajZSUFMyePRtbt24FAHz00UeYN28eEhISEB8fj/z8fIexvLw8pKamQq1WY8GCBXj//fchiqLb6yIiIiIKBry3I6JAZmvEPTwpGrGDVRieFO1UONNT76x2gwlREeF49ecTsOjeTK8EPNv2Vvbas8sb+uoRRmTTYRLR3NKBBp0BulYjjCbPhFeixYLK01r89bMqvPjev/FOaQW+rDhnD6+SEqKQMz4ZBfdm4hd3jcKtoxM9Gl4Bl6jAWrFiBZKSkrBmzRrIZDKsWLECzz//PP7yl7+4fKGamhq888472Lp1K+6++24AQFVVFa688kqHpqGpqamorKxEbW0tFAoFkpKSHMZ27doFnU6HhoYGpKenO4xt2rTJ/r5dx06cOAFJklBVVYXbb7/dYaylpQU//PADEhMTXV4XEQWnkydr8PLLy/DMM88hKYl9EIgoNPDejoi8obymCTv/9B+ca27vd7WTO424PdU7y8bZbXr1ze19XteT2/3Ka5pw4rQOgIBwhQCLJMEsSjxVkQAARrMFHSYRhgtbBD1FtFjw/ZmLPa30HY6VVkMvj0LGhZ5Wmiilx67bmz4DrP/85z/YsGEDRo4cCQBYvnw5pk+fjvb2dpf6CpjNZhQUFGDx4sXQaDT2x9vb2xER4bifWaVSwWAwoL29vdtpOLYxvd76L2jn19rGAECv1zu8NiIiAhaLBUajsccx22tcFRvb+/GORBTYCgvfhF6vR3Hxm3j99df9PZ2QFBZm7V0TH6/280yIQgfv7Xrni/u6UP3vXSiu21tr/vLYWWzbW4n65nbER0fiJ1OHY9x1V/j1Or1to5t/z2ivzK0nCdGRPfbOSoiOdPl34cp64qMj0dzLdWvOtXnsc7HNyXzhQqLF2pxeIRcgSZJb6+yPUPx3Ggi8dRuM5gt9rUyAQg6lQg5lRHi/39csWlBR04QdB2tx+Hh9t55Ww64ajDHXJGDMNQmI7mdPq54o5ELvY329sK2tDXFxcfafk5KSIJfLodVqXbrJeeONNzBy5EhMnjzZ4fGIiAj7jYmNwWBAZGRkn2O2mxSDwYCoqCiHMcB6w9PR0WF/nV6vh0KhgFKp7HEMgFv9HxobWz3etZ+IvO/kyRqcOnXqwt+fxNdfl7MKyw9MJuv2nvr6Fj/PhIKZTCbwCyUX8N6ud96+r4uPV4fkf+9Ccd3eWnPX/kfNLQa8/pfDmNfe4fGm5K5cZ+ue4z1ua9u65zhSEvrXY89Z2eOH4lxze7feWdnjh7r8u3BlPT+ZOhyv/+Vwj9f15Odie6/ORIsEhVwGjVrp1jrdFYr/TgOBs26LJF2otBJh9GBfK7NowfdndDha1YRva5ug77i4DV8AMPQKNUalxeC61FgMHmQNySSziKamNs9MoBNluByXx/T870ifAZbFYoFM5tgmS6FQuNxToLS0FPX19SgtLQUAtLa24umnn8bjjz+OM2fOwGg0Ijzc+iFUV1fj5ptvRnJyMsxmM+rq6uzl39XV1UhPT4dGo0FsbCyqq6vtN2HV1dUYNmwYAGDYsGGorq7G6NGj7WNpaWn2saqqKvvcqquroVarkZCQ4NKaiCh4rVvnWHG1du0aLF/+qp9mQ0TkO7y3IwpeffU/8mSA5ep1PL19zx223lme2K7nynrGXXcF5rV39Hjd9TsrPPa59DQnwBossIF7aDBeaMbeYRY99mWLWbTgxBkdyqsa8U1NMwxGx9Bq2FUajBiqQUZqDC4b1P/KLk+45CmEnvD3v//d4eepU6diyZIluO222/Dxxx/j97//PZ588kmUlZXhiy++QGFhIaKiojBt2jSsWLECy5cvR2VlJXbs2IF169YBAGbOnInVq1ejqKgIWq0WGzduREFBgX2suLgY48ePh0KhwNq1azFr1iz7WGFhIaZPn44hQ4agqKgIubm53W7miGjgqqs70+fPRETUN97bEfmer4IiV68Tr4nocftevCaix+d7izu9s3ri6np6u64nP5d4TQSazxvQObeQCdatXP1dsyf7dIUSX3xutr5WHR1mmD0YWlWetoZW39Z2D61ShqiRkRaL61JjkHJVtFcqrPoiEwTIFb3///uSAdaGDRsc+hGIoojNmzdj8ODBDs97/PHH3Zrg6tWr8dxzzyErKwtxcXFYuXKl/SSbZcuWobCwEJMnT0ZkZCQKCgrs37w9+eSTeOGFF5CdnQ1BEDB37lxkZ2cDAO677z40NDQgLy8PJpMJubm5ePDBBwFYb7BOnz6N/Px8nD9/HpMnT8aiRYvcmjsRBafExCsdQqvExCv9OBsiIt/ivR1RcPJVUOTqdXKykrFeq++2jS4nKzjbM/S2nutSo/HKlkMOgcVtffRE8uTncl1qNI6fbO7x8f7oul3U1qeLVV1989bnJgjWgMlgskDfYYIoSh7ZImgyW3DitPbC9sBmdJg6hVYCkHLFZRe2B8ZAHen7SiuZTLD271LKESYXEH6hT25PBEnq/SOZOnWqUxcUBAF79uxxfaZBjj2wiILTyZM1+N3vnrX//PzzL7IHlh+8/PIyAMCvf73EzzOhYMYeWK7hvV3v2APLO0Jx3b7qgWULRDwdNrhznfKaJuw8eNIjpxAGgq7VNdelRmPfobpun8n8e0b32c/KU1U6r2w5hO9PayEIgr2BuyRJGHaVBovuzXR7na9sOYTKU83dwsrhSdG9vm/nf75DqXqr87rd+dz6YpEkGM0W6A1mj/W1MpktqDytRXkvoVXqkMuQkRaD61J6D61iYgZ5pQJLEAC5TIAyXAGlQo6wMAECLjZu7+vers8KrL1793p2pkREAWDo0BR7FVZi4pUMr4goZPDejih4ebLPk6evk5ESg9vGJfskrOxvaOLM67tuC3xly6Ee+4Jt21uJgp/d0Ou1PLWtsV6rh0mUAEgXri/ZH+/v+7q7LTWUq7c8sZ1XkgCTWYTeKKLD5Jm+VrbQ6mhVIypqtT2GVqPSYnFtSrTPK61kggCFQgZluBxKhQwKuXvb/F3ugdXQ0IDvv/8eo0ePRltbG2JjY926MBGRP9177xysXPky7rtvnr+nQkTkV7y3IwoengpEAuU6l3KpSihXQ5OeQpe36lsxOEoJfYe510Cr18Ciud2Ty+2Vt7aP9ud9fXWoQCDqz+dmEi0wGD3X18pktuC7U1qUVzWi4mQzjKaLkxIEIC3xMmSkWntaRUWE9ft6rnDcGiiDQi70u7rM6QDLaDSisLAQH3zwAWQyGT7++GO89NJLaG1txZo1a6BW977/l4go0Hz99VcAgH//+1+49toMP8+GiMj3eG9HNHANhK1dPYVN35/RQRQt9mbmroYmXa9mZAsAACAASURBVEMXQRDQZjChpd0EoPdArNfAIjrSY+u16el3560+Y/1530A4fdJfXPncBAEwmy0wmC0wdJhg9kBfK6NZxPGT1p5W351shtF88RchE4C0xMHISIvBtSm+Da0EAZDLBSjDet4a6ImtkU7Xba1Zswbl5eXYvHkzlEolAOCRRx7B2bNn8eqrPH6eiIKHVtuM/fs/hSRJ2L//M+h0Wn9PiYjI53hvRzQw2YKfylPNaNQZUHmqGet3VqC8psnfU3NJTxU+oiiha9GKK6FJ19BFJgiwdPq5cyDWWU5WMjRqFWy7nmyBxU+mDu/zeuU1TXhlyyEUvHkAr2w51OvvwPa8BUX/RNG2Izh+0vF3BwDzskdgeFI0YgerMDwp2iNb9WzbRd1533hNBLruAvPH6ZP+4MznZpEkGEwims53oPF8B1rajDCZ3Q+vjCYRR6sasXn3cfzvhn9j8+5KHK1qhNFsgUwAhl81GHdNSsNv5tyIh+4ciZtGXu6T8EomWJuuXzYoHLGXqRB3WQTUEWEID5M5hFee4nQF1s6dO7F8+XKMGTPG/lhmZiaWLVuGp59+GkuXLvX45IiIvGH79g/s+8wtFgtKSv6KOXMe8vOsiIh8i/d2RMHF2aqqgbK1q6cKH7lcgMXsmAC4Epp0raQSe9jC1VMg1ltfsHHXXdFr3y9ne0R1fp5MJoP5wuRs2610rUZs3VuJpQ/d7JXfn7vbRQfa6ZOu6ulzs/a1ssBgNMPggb5WRpOIipPW7YHfndLC5FBpJWDYlRd7WkWqfFNpJQAQvLA10FlOB1jnzp1DYmJit8fj4uLQ0hJaJ4sQUXArK/scomgGAIiiGWVlnzPAIqKQw3s7ouDhSsPsgbK1q6dte5AkKOQySJLFrdCka+giCAJsjdFtegvEXA16nA0SHZ93cS5m0fb3Eurq21Be0xRQAaSrzf4HwrbWnkkwiZLH+lp1mER8d7IZR6uacPykFibRMbRKv2owRqXFYGRyDCJVLrc0d4vD1sAwOcIVjqV3vgqvABcCrJEjR2LPnj144IEHHB7funUrRowY4el5ERF5TVbWRHz22T6IohlyuQJZWRP9PSUiIp/jvR1R8HClqspbDb99racKn8uilJiSmYhj1c1uBSFdQ5cIpRy6ViPaDSaPVxE5GyR2fp5cJvRYFWaREJAVdM6GegPtxEJBAMyiBR0mC/Qe6GvVYRRRcbIZR6sacfyUtlN4af1nIv3Kiz2tIpS+Ca1kMgFhchkuGxSO8DAZFDL3Tg30NKdXv3DhQjzyyCP4z3/+A7PZjLfeegvff/89Dh8+jHXr1nlzjkREHpWbexf27/8UogjIZDLMnHm3v6fkNZs3b8CpU7WXfqIfnDxpndfLLy/z80x6lpSUjPvum+vvaRB5De/tiIKHK1VVA2VrV18VPneOT+nX+3bdwueNyiBng8TOz7P0kYIEWwVdZwNlW6tFkmA0W2AwmGE0W/r8fV1Kh1HEtyebUd5baHXVYIxKi8XI5GifhFYCLpwaGCZHeLi1yiohJhL1ouj1a7vC6U9i7Nix2LJlC/74xz8iOTkZR48eRXp6OgoLC3H11Vd7c45ERB6l0URj3LjxOHDgnxg37mYMHqzx95S85tSpWlQfr0CcXO7vqXSjvNA1teX7Sj/PpLuGAPufNZE38N6OKHi4UlXl6tauQONOoNSfEMrdHlCX4myQ2Pl5ZlHqsQorGCvoOgvmba0SAJPJgkatAQ06Q7/6WhmMZlTUanG0qhGVp7uHVsOv0mBUWgxG+Cq0urA1UBWuQLjC2s9K8HzfdY9y6VMZOXIkT6UhogFFCPT/SntAnFyOWeqBG9J5w0ctPJmSQgPv7Yhc549ePq5WVXkrlPE2d7aaBer2NGeDRF9ua/SX4NvWKsEsAgaTGQaDta9VTJjcrfDKYDTj2xprT6vK01qHcFIht4ZWGWkxGJkcDVW490MrmUxAuFyGcKUcSoUMcpkAeOG0QG/p8xNasmSJ02+0bFlgbgEhIupKq23Gl18eBAD8618HkZf3swFdhUVEZMN7O6L+8VdYEuxVVc5yZ6tZIG9PczZI9NW2Rn8Jhm2tjn2tzDCLFrf7Wuk7zPi21ro9sPK0rltodXWSBhlpsRgxVOP10EoQALkgIDxcDmW4tcpKLvPdqYGe1uenVVNT46NpEBH5zvbtH9i/QbFYLCgp+StPISSikMB7O6L+8WdYEqxVVa5wZ6tZMG9P66prcOXvKjJPCeQAVoKEDlP/+1rZQqujVY040UtoNSotFiOGRkMZ7t3WHjJBuLA1UI4whRxhCplDjVWwhlfAJQKs9957z1fzICLymbKyzyGKZgCAKJpRVvY5AywiCgm8tyPqn4EUlgQid7aaBd/2tJ4F6lZITwmkANbW18pgMsNgFN3ua6XvMOObmiaUVzXhxJnuodU1SdHISIvxTWglExCukEF5oQG7Qi4L6qCqNy7VqzU1NaG6uhqWC413JUmC0WjE0aNH8fOf/9wrEyQi8rSsrIn47LN9EEUz5HIFsrIm+ntKRER+wXs7ItcMlLAkULmz1czZ1/hzW54z1w7krZADQ6e+Vh1miKIEd/KddoMZ39Y2Xai0Ou9QsRUml+GaodbtgdcM1UAZ5r3QShCsjd+V4QooFXKEhQmQCRe3Bg7E8ApwIcD68MMP8dxzz8FoNEIQBEiSZG9+PHToUN7kEFHQyM29C//85z4A1ibuM2fe7d8JERH5Ae/tiFwXDL18gpk7W82ceY0/q5ucvfaZ+lbIZDIA1pMILZIEsyixuq8frH2tJHSYRegN7ve1ajeY8O3hOhw8Wofvz3QJrRTW0GpUWiyuSdIg3IuhlUwQoLhQZaW8UGXV2UANrTpzOsD6v//7P/z4xz/Go48+iry8PLzzzjtobGxEYWEh8vPzvTlHIiKP0miikZBwOerqziAhIYEN3IkoJPHejsh1gdzLx1mB3iDcna1ml3rN1r0n0Kgz2H/2ZXWTM5VV5TVN0HeIMF94kmixhlhhcoHVfW7wRF+rNoMJ31Q34WhVE6rqdOi8yzBMIcMIW6WVt0MrmQClQg6l0tqAXSEP3gbsnuB0gHX69Gm8+eabSEpKwogRI3Du3DlMmTIFixcvxurVq3H33axgIKLgoNU249y5cwCA+vpz0Om0DLGIKOTw3o7IPYHUy8dVA73PUk/Ka5pQV9/a7XFf9S5zpm9aaVmtfSv3xedIkClkrO5zkgTAZLbAYHS/r1Wr3mTvadU1tFKGyS80Yo/B1UM1CFd4J7QSBEAuF6AMU0AZZu1n1Vkoh1eACwFWRETEhZJGIDk5GcePH8eUKVMwcuRI1NbWem2CRESetn37B5Ak600CTyEkolDFezui0OPtPkuBWN1VWlYLmUwGS9cUCb7pXSb08niE8uIfxeu1evSUt0SEK/zy+fnq99jf6wjChdDKJLrd16pVb8Kx6iaUVzeiuu68w+8hXCHDiORoZKTFYvz1iWhtMfT+Rv0gkwkIk19owB4mg0Imu/SLQpTTAVZmZiaKi4uxePFiXHvttfjoo4/w2GOP4fDhwxg0aJA350hE5FHWUwhFAIAoijyFkIhCEu/tiEKPN09R/PLY2YCs7qrX6iFJFshlgsMpcTIBTlc3uRu0lNc0oel899DD2m7w4lx6OxwgMd73/y32VZWeu9fp3NfK0CHCZBZdrkpqaTfim5pmHK1qRPV/zzu8PjxMhhFDozEqLRZXJ2kQdqECypPbBAVc2BoYdnFroFwW2lsDneV0gPX000/j4YcfxtChQ/Gzn/0Ma9euxc0334y2tjbMnTvXm3MkIvKoMWPG4sCBf9p/vvHGcX6cDRGRf/Dejij0OHuKojuBzba9lT1Wd23dW4nSiHC3qmw8UQlkW7MgWCtqRIv1wIorYiOcDqF6C1pui1f3+drSstoeK6tkAqBrNeKVLYdQr9UjQilHpCoM7QaT3w8H8NVpiK5eR4IEo9kCvcEMo8n1vlYt7UYcu9DTquasY2ilDJNjZHI0MtJiMPyqi6GVJwkCoJBbTw0MV1hDK6FTeR7DK+c4HWCNGDECu3fvhl6vh0qlwquvvoqDBw9i2LBhyM7O9uYciYi8SuL/MYgoBPHejij0OHOKoruVMfXN7d2quwCgrr4NgtDmcjWPpyqBOq/ZKEqQy4DBUUr8dOrwS16/tKwWJ07rAODCKa2SQ9By27i+A6YzPfTeAqxhjb5DROWpZvvvIVIVhiFxUdB3mP26/dKbVXquXqe/fa3OXwityqsaUfPfFofthbbQalRaDNK9FFrJZALC5TKEK+VQymVQKGQMqvrpkgHWhx9+iA0bNmDNmjVITEzEmTNnkJeXh//+978QBAF33XUX7rjjDsjl3uu8T0TkSV999a9uPz/yCI+LJ6LQwHs7otDlzCmK7lbgxEdHorlLdZcgyCBaLPbdcq5U83iqEsidkyO7hmcAIJcJUMgFmEXJ6UBHFHtPKywWi706S7QA7QYTroyPwtKHbnJ6bd7gbJWeN64TJgeGXq6G2WJBh1GEvsMM0SK5FPqcbzOi/EJoVXvWMbRShdtCq1ikXzUYCrlnQytBAOSCgPBwOVThcii6bA1keNV/fQZYpaWl+M1vfoNZs2YhIsL6D+yiRYvQ2tqKt99+G2q1Gs8++yzWr1+Phx5i/xgiCg4KhQJGY4fDz0REoYD3dkQD26W23DmzJc/dCpyfTB2O1/9y2KG6q+vJes6+V3/m0RNXT47sGp5Zry1dOBFOcjrQUch7buEuAN22FvrqVMRLcaZKz9PXCQ9TYJBKgVhNBMZnXI5GncGlsEfXZsSx6kYcrWrCyR5Cq2tTrI3Y06/0fGglEwTI5QJU4XKEh1lDq86/dYZWntXnn9ree+89PPnkk8jPzwcAVFRU4JtvvsEvfvELTJw4EQCwYMEC/OEPf+BNDhEFjfb2tj5/JiIaqHhvRzRwXWrLnbNb8tytwBl33RWY197hEJC16k34b0OrW9U8vqoE6qq8pgknTut63A4pWiSXAp3E+Ci0nmx2CKtkAqAKV6DDZPb52pzhTsWau9d5+M6R+OxIHX5o1kMVJsf4ay9HUlyUU6GPrs2I8qpGlFc1ofaHFoexCKUc1ybHICMtBsO8EVrJBIQrLpwaqJBBIefWQF/pM8D67rvvsHz5cvvPBw4cgCAIuO222+yPXXPNNTh58qT3ZkhE5GHx8Qmorz/n8DMRUSjgvR1RcHKmcupSW+6c3ZLXnwqcrpVOXUOz3t6rp/W5Og9PNHy3zbc3FosEuVyGCKVzW6xzspJRr9XjfGsHIAgQRQlyuYDkK6JQefo8AOsvQyY4rs0Ta+kPVyvWXGU0W9BhEhF3mQozJ6Q6/TpdawfKq5twtKoRJ39w7C8WoZTj2pQYjEqLRVriZR4NraxbA4FBEWFQKmQIC5NBJnBroD/0GWBJkoTw8HD7z19++SXUajUyMjLsjxkMBiiVSu/NkIjIwzo6Ohx+7rydkIhoIOO9HVHwcbZy6lJb7pzdkufJChxn3quv9Tk7D081fLeFfIIgQC4TIHYqnZIJ1j5YJtGC/za0Yf3OCkRFKpGSMKjP9U/JTMRH/6yB2Wz98CWzhO9OaiETgDCFzB5qTclMdKlSLpgIAmA2W2AwW6DvMEEUne9rpW3tQHlVE8qrewqtFLjuwvbAYVdeBrnMc6GVfWugUoFwhQwJMYPQ2GnSDK38o88AKz09Hf/+97+RlJSE1tZWHDx4EFOmTLlwAoPVrl27MHx43yc4EBEFkvPndQ4/63S6Xp5JRDSw8N6OKPg4Wzl1qS13rmzJ61yB87eDNfi/D8phMJqhClcgO2so7hyf0q1K6KfTru4xzLlUNU9f61t0b6ZToU1/Gr53Xkdzi6FTZY0Ehdz696JFAgRr36pwhQwWSYK2xYBteytR8LMb+nz/Y9XNkKSLH7oEa/ihkMtgvBBqCRYJx6qbcef4FI81rw8EFkmC0WyB3mCG0Sy6HFodrWrEqXOOoVWkUoFrU2MwKi0GaYkeDq362Book/Xcz4x8q88A6/7778fy5cvx3Xff4dChQzAYDJg3bx4AoLGxEdu3b8e6deuwdOlSn0yWiIiIiNzHezui4ONs5dSltty5szXwb/+fvXcPk6Os0/4/T1X1aQ6ZcwgDSSYnBTOocRUJQYLB1TdIwroCHi4BRRTU37Wre23wtC4uqPvCurALuh5YdoVLRBNdJLBk5YWQIBB2RYI4WaIJMzkOSebYMz19rKrn90d19fShuqd7MjM9kzyff6C7uqqeeqp6UnX3/b2/Lxzg4Z3dmQynaMLk4Z3dHBsYY++hcI5L6Lu/+B2XrGpnT88QvX0RzLSz6Ky2upIOrqkIa5/sNrLdTgC2DXZWBLiugUi/dvLoZToHyxEz+oaiOdvycot5jQ2cMjpdc51edsVOuVLHVM3yQwmkUjbxpEk8ZWHnp9UXYWg0nhGtjvTl5tPWBA1WdjiZVlMpWrldAwMBQ5UGzhFKClh/9md/RiKR4Gc/+xm6rnPXXXfx1rc6CvN3vvMdtmzZwg033MCf/dmfzchgFQqFQqFQKBSTR93bKRSzh3KFhnKdUxOV602mNHDbrkMF3fJsCbu6TiCEzHEJjUQSPPLrA9i2nVlH1wSvHRnm/m3FS+AmE9aeP3ehgIGuUXEoerbbyekYmHuwVhHxxbIlhq7R1lSTGY9X2d8lq9qJxc2i+7dsRxDTNDK5WpXMR/48rFzSxI7dvVUoP5SYFsRTJvG4iWVLytF+BkfidPUM0lVCtDpvaQtL2udlRMOTRXUNnNtM2Dv+Qx/6EB/60IcK3r/xxhv5i7/4C5qamqZlYAqFQqFQKBSKqUfd2ykU1aeSnKNKnFMTletVGs4dT3qLL7aU+VoPCJHJeXKxbIluaCVL4CYT1p4/dzVBHzVBH9F4ynMb5bijTKsy5cK2ba5a55Rbe5X9uYKeQBbkaRVuC0jLKOXOh9c8vHY0jGWNC4jTWX4oBJiWTSJlE0uYmJZdlvgzOJJ2WvUMcDRPtKoN+TKZVkvOnELRSnUNPGWYUMAqxoIFC6ZyHAqFQqFQKBSKKqLu7RSKmaHrwGA6U8py3B9CYlqyqNAwlaHqlRL0G0QThSKWJkSOAwvAKiIAOS6j4iVwlR6fl1gUjac4s7WWs9rqCrZRSiz0cjuVixCCLdv3sf6CRRzti6BpGqTFKlvKHEHP0B0BxbQkUkpEOk8rm1h6nsudD695kFIWbLfScsyJMC2beMoiHjdJmrZzrBMwMBKnq3uA33cP0ttfKFp1LnHKA5csmDclWVP5pYGGoaFrqjTwVGDSApZCoVAoFAqFQqFQKMrHFVNcUShpOoKHoQtMS5YUeaoR4L1+9aKcDCxwuvGt7pyfk4Gla+mQa6tQQHFcNLJkOV+5x9d1YJD9R8KeGVGxhMWt168qWKdUKLrrdhoIxyfcdz6WLfnjoUGOnBglmi6bc9/XNYGZNUjH3eUs9+katrRzHGz5JYLlzIdXVpauC2wz9wSUU0o5EVJCynRyrVJCMDw6cQfvgXCc33cP0NU9QO9ANGdZXcjHynQQe8cUilaGrqnSwFMcJWApFAqFQqFQKBQKxQzgiinZWLbEb2joWmmRpxq8/4IOwMnCmqgL4Vvf0Mb/+59DDI3EczKwpJSZEriTCRh3xT8vSok0pULRXbfTXT99ecLMJiEKRRBXOMsvD7Rsx2UlyHVa6Rqc0VJDLGFWVDLpNWee7jEp0+VxdtlB/cWRpCxJPGmRSJiY6QMJ1gaKrtE/HOP33YN09Qzwep5oVV/jiFadS1roWFA/JaKVKg08/VAClkKhOO3QNA3btnNeKxQKhUKhUEw3xTrSmZakad5khYaTYyJR6f0XdGSErGzyXUJtbfW0t9Tw+K6D9PaNYVp2ThdCoOzcLy9c8U8IUZApVUqk8RJ6fLogFjfZ9L3naWsM0dIQpH8CF5ZbgpYvVskiiknIbxAKGgVC1dXrlmeOZyIhr1T5o1dW1ry6QKYT5GREwtxcq1S65LH0On3DsbTTapBjg4WiVeeSFjqXNrN4QT2aODnRSpUGKmZUwHr88ce55557OHbsGO3t7XzhC1/gPe95D+FwmK985Su88MIL1NfX87nPfY6rrroKgGQyyde//nWefPJJDMPgmmuu4TOf+Qzg/LG488472bJlC5ZlccUVV/DlL38ZXXc6OPzoRz/ivvvuY2xsjHXr1nHrrbdSU+N0injssce46667GBwc5Pzzz+eb3/wmra2tMzkdCoWiQp577hmefXbnSW+nrq6OkZGRrNf13H77bSe93YsuWsuaNRef9HYUCoVirqDu7RSKyiiWuRT06zPQKa6QcsLkK3FNlSp9u+Oh3UVL+co5bre8UhMC07YR6aaBhq6VnDtX6BmJJJxcKssmZUks2yRl2QyNJBAC/IZG0iwehmVajlMuX8ASorB7oa7BogX1XLZ6ccmukBNRqvzx5o+sKpqV5SU4lkIiSaTssnOtTgzH6CoiWs2r9WfKAxedcfKilSYERp7LSpUGnr7MmO2gp6eHr3zlK3zzm99k9+7dfPWrX+Xzn/88g4ODfO1rX6Ompobnn3+eu+++m29/+9vs3evYQ++66y56e3t56qmn+MlPfsKWLVvYvn07AA8++CA7duxg69atPP7447z00kv85Cc/AeDpp5/mvvvu44EHHmDnzp2Ew2HuvvtuAPbu3cstt9zCnXfeya5du2htbeXv/u7vZmoqFApFlWlrm1/ytUKhUCgmRt3bKRSVc9nqxTTWB9HTT2G6Bi0NQW76QGdVMq5KCSQwLnDtOzzEQDjOvsND3L9tL10HBiveV6lSvnIIBXQkpAUWR7gQGpzREpqw8+Ilq9qRCFLmeKc8O53rZEuZDpqXaJrjtHKEEkcm0TUn90vXwLJtso37uuaMq77Gl3NOG+uDrFzSdNLB+xPNWWdHMzd/ZBX/8JkLufkjqyravjuXI9EkfcNxhkcTxFNWUfHq+FCUp357hFv/9QX+afPvePLFIxnxqqHWz4WdC7hx40pu/ugqNlzY4WRbTUK8EjilgSG/QWN9gJaGIC3zAtQGDHx54pXi9GPGHFhLlizhueeeo7a2lrGxMU6cOEFtbS1+v58nn3ySX/3qVwQCAd785jdz+eWXs2XLFr72ta+xdetWvv3tb1NfX099fT0f+9jH2Lx5M+vWreORRx7huuuuY/585+Hzxhtv5Dvf+Q7XXHMNjzzyCFdeeSVLliwB4C//8i/5+Mc/zqZNm3j00Ue59NJLectb3gLAX//1X7NmzRoGBgZoaWmZqSlRKBQVsmbNxVPmcPr8529iZGSENWsu5pOfvGlKtqlQKBSnE+reTqGonGp2FPRiIoGklMBV6Zi93GeVBYwL7LyxOq8nljT29Awh5fjKhZ4ppzSwJmCQSJkk84LQ29tqqQv56RuOEQrogCCWMJnfVMP6CxYBuSWBLfP8PPLrA5kg96GROH0VlEu6nPyc5SJEOow9ZRFPmFiWLJn9dXww6pQH9gxyYihXaGyo9dO5tJnzlrZw9vy6k3JaCeEE0Af9Bn7DcVplo1xWCpcZLSGsra3l8OHDvPe970VKyde//nUOHTqEYRgsXLgw87klS5bwxBNPEA6H6e/vZ/ny5TnLHnzwQQC6u7sLlu3fvx8pJd3d3fzpn/5pzrLR0VGOHz9Od3c3q1aNd6hoamqivr6e7u5udZOjUJwmtLXNJ5VKceWVH672UBQKhWLOou7tFIrKmamOguWU/k0kkJysayobr8ymSgLGY+nOjeW+n03+cRTTQwxdIxQMeuRWrfA8Z21t9fT1jQLklFze8/NXcroQ2tIRsfKFv+xzFAoYgCSWsDLn62TnDLJyrUybeMIiZVpFBSEpJceHnPLA33cPFpznxjo/b3/TApafWX/SopWmCfy6hj+QLg3UBOWIkYrTmxkPcT/zzDN55ZVXePHFF/nsZz/LJz/5SYLBYM5ngsEg8XicWMz5woRCoYJlALFYLGfdUCiEbdskk0nPZe46+cvc5e7+FArFqY9h+Fi0qIOGhsZqD0WhUCjmNKfKvV1LS13Zn50sbW31076P2cjpeNzVPubf7DnmmW31uQ++hXesXJD53NWXvoHv/uJ3hYLNpW+gra2e+U01ngLX/KYaz2MsddzvbqunribAlu376BuK0tZUw1XrVuSMpxSVjmWidfPRBJw1v46r1q2YcIy/2XOs6Ge2/fRlLKtQIbKl06XPHWv+OQLQNEfCyT5fn/vgWyY1Z6ZlE0+axOIWNhaGplPn9xV8TkpJb98Yv917nJf+cIJjed0Dm+cF+ZNz5vO2c+bTcea8dObX5NAEjsvKrxPw6Rj63GqkVO3vdTWYbcc84wKWYTi7XL16Ne9973vp6urK3LS4xONxampqMjci8Xicurq6nGXg3PAkEonMerFYDMMwCAQCnsvA+aUw+0Ype7m73XKZiRsdhUIxPfh8TiDwbPujPNW4x6moHJ9PP+WvD4ViKjhV7u0GBiLY9vTVqWQ7NU4nTsfjrsYx57utIrGUZ+nf5qf+SMf82sx6HfNrPUsaO+bX0tc3yvoLFnFiKFogcK2/YFHBMZZz3B3za9n04bfmvOe1jpd7rJKx5K+/cklTzrqaRkE5Ym3Ix/oLFk04xvzg+6HRON/9xe+4Lpqgs6OZE0NRdF1gm4V/T6Jxk4/f+ivPcwTOmNwwefd83fyRVWXNGTildinTEa7iKavo3zQpJccGo3R1D/L77oGCDoxN9QE6lzjlgWe11WZEq6GhKM3NtQwOjnluN5/8AHZd1zATKcxEiujEq88q1N+ymUPTRFGtZcYErJ07d/Lv//7v/OhHP8q8l0qlWLRoEc888wy9vb20t7cDTijo8uXLaWxspKWlhZ6enkwXmZ6eHpYtWwbAsmXL6OnpyeQd9PT0sHTp0syy7u7uzL56enqor69n/vz5mfVcBgcHCYfDeXOz7AAAIABJREFUme2Wy3Tf6CgUiukjlbKA4jcApwr9/QMMmiaPjA5Xeyhzin7TxO4fOOWvj1OBUjc5iunlVLy3UyjmAl7izI7dvTluKykdx082xUr/SpU0znRmV9eBQTZv309vXwRN05DSzumMWM5YvDor9g3HuGRVO3t6hjI5VgPhOClTIqWsyFU0US5YW2OIkUgCXRMFHQtjSafz4UgkgWXLgnPkbE9mtlusVNO9BgZH4rS31vKedyxkYVsdiYSJWUK0en0g6nQP7BksEK2a6wN0Lm3hvKXNtLfWTsppJQChCQKGTiCg49OdMHyVYaWYKmZMwHrTm95EV1cXv/zlL9m4cSO//vWv2blzJ5s3b+b111/nH//xH/nGN77Bvn37eOyxx/jhD38IwMaNG7nnnnu4++67GR4e5sc//jGbNm3KLLvvvvu44IILMAyDH/zgB1xxxRWZZbfccgvve9/7OPPMM7n77rvZsGEDmqZx+eWX87GPfYwPfvCDnHfeedx5551cfPHFNDU1zdR0KBQKhUKhUMxp1L2dQjHzeIkzrx0NY1l2RgyxbCfLyc6rl8vOtionH8tlJjK7HOFqH719Y5njsC0bXRMI4eRHff/hLkJBg7bGUCYMvevAIHc8tDvnOIoJTHt6hrj5I05W3h0P7eb1/rEs95MkGrfLCqefKBfsstWLuX9bjJFIAs3QSJnjH3YdUromvJPkISN8FQtrd0W+ZNJE0zUOHhvh/sdf5fILO1hxdm40hita/b57gK7uQQZG8kSreQHOW9pC59IW2ltqJidaqQB2xQwyYwJWW1sb3//+9/nWt77FrbfeSkdHB9/97ndZtmwZt912G7fccgtr166lpqaGTZs2ZX55+/znP8+3vvUt1q9fjxCCa6+9lvXr1wPw0Y9+lP7+fq688kpSqRQbNmzgE5/4BADr1q3jyJEj3HjjjYyMjLB27VpuvvlmAM4991xuu+02vvrVr9LX18fb3/52/v7v/36mpkKhUChmjIaGRrT+Pq6oV1lflfDI6DD1Kh9NoSiJurdTKGYeL3FGykInj5Q2mnDEhfzwby8R7P5JdMibKtzxhCNJD9eYxNAFtoR40iKaMDPjvWRVe47zbCSS4J6fhzEtG0PXEEJiWt5uJleEMnSBJhzBSNMER/siE453ouD7fNdaLG4SzQuad48LITPnCNzzZSOE46A7eGyEOx7anREYbSnZ9ftjxBMmkViKeNKpKNAE7Hy5lxVnNzqZVmmn1e+7BxgcSeTsu2VeMNM98MxJilbZAewBXUPXVQC7YmYQUipNdLKoEkKFYu5y++23AfDFL36tyiOZXm6//TZGX9unBKwKeWR0mPplK0756+NUQJUQKqYKlYE1PZyOxz2dx7zpe88zkFf65ctz+YAjqJzZWktdyF/gsrrjod3sOzxUIMCsWNiUcShNhnKPuzCvK8nr/WNAYcldNm42lDvegM8gkTIzQpSU5KzvurdMSxYc3x0P7Wb/4SHypg1D1/iLq95cUsjLFwBdcbCYAOh1zsDJh2pvq8mcIwEMjsRzRLygX6c2oNPaXMN737GIs1pruf3B3zI0mizYXl3I4G1vaKOre5DB0TzRqiHIeUua6ZykaCUE6ELg9+ssOGMekZEYunZ6lQaqv2Uzx6zIwFIoFAqFQqFQKBQKxeTxcv8gJZognRnl5DmFAjpXr1vhKagUK4Hr7fMO5vYqNwQK3nt3GY1PvNxfUqYFEo/MKBddE9hZaollQzxpZsQeTQiSeQdl2RKfoaFrMuM+c1m5pIm9B4cK9mNZE5cRZjus+odjtE5QgtnWGGIwHC+oFtR1wdXrVgDOXO4/EkbTNISUhAIGNUEDIQTJlEn3kTD/mTrADZe/iab6oKdbLRIzeeZ3r2detzYEM5lWC5pr2H80zOMvOLlZzfOCrH1re0HJYTaaEOiGWxqoOa42oDboI5o+bwrFTKMELIVCoVAoFAqFQqGYBF7iTjlCTiXbyxZGLlu9mPuHYznun2DAwLRsYgkr/SkJFO9C3NYYYijP6QMwFk/xt//238QSVo5QlS843Zsus4vGUzkliHU1gZwOh154lUACGJqGLWWBiKUJMAwNaUtSVra7KteBVUz4siybNyxqKpjHPT1DCFGYzyQpHpyejZsLVo5DZeWSJv54aKhgX+ef2waQLp+M4/cZhAIGPkMjnrAYHk2QNJ1SUFs67iwpJW/qaOJoX4REyi7YV2tDMJ1p5YhWrtNq35FhHn6mm5ExR/gaGUsyOBLnAxcvzRGxNE3gNzSCAQOfLjB0TQlVilmFErAUCoVCoVAoFAqFokKKZUl5CTnZwlQooAOCWMLMEanKzaYKBQzCEQ2fDme0hADB6/252U3ReKqok+iy1YvZfyScE/KuCUcEOjYQQ0qbcCTJXT97GRgXeTQNdE1jNJoCnMQjv+EIT8OjcbZs38emD7+15Jx5ub8A7HTuE6QD6G2b9rY6rl63HMCzZC87A0vzcG9llw3mh70fPDZSdIxeweknw56eIXRNYAg3nF0gpeTg8Qj/2/MqCGhrrCWRshjLyrXKzI0EPS22/cNDuxmO5JYP+gyNlR1NXPzWszijKeRZHrjz5d6MeOVuc2QsyfNdxzh3cRMBv0HA0PH5nEww95wr8Uox21AClkKhUCgUCoVCoVBUSLFud/lCTrYwBTA0CnZ6nWyRqtj2XCHKK3splrBIpqySXfHy6exoJhTQiSfBTgsqbraUIyQJTA+VybYhaY+/L4Gk21EP6BuK5hyzl5OsWAD6ma111IV8mc+vXNLEnp4h7t+2l7bGEJesamdPz5CnM23brkOZkHS3sV+p0PqRSCLHzZWNoWs5pYZTQd9wLL0/Z59CCOpCPixLYhga0XiKcCRR4IjLxpIQHhsXruY3hehc4gSxn9FcM+EY3GwtISDoNwj4dYJ+HVtKWhtyBTslWilmM0rAUigUCoVCoVAoFIoKKZYllS3kQK7QlR1E7n7eFalcwclvaBmnjmXbmfcf33Uwp/TPsmFoJE7Qb6BrFIhCrpPIS0w6q60uE+Se7VySUFEzA4HbUU+jrakms79iTjKvEsjG+iBXr1ueEaTy1x8aibP/SJhQQOestrocx9qO3b0kUo545dOdtoshv0F7W21OaH22aOY4lGTOMUgcceeKd3VU1InxN3uOsfmpPxYt+QTnPIyMJQj4xnOtEkmTvuFYpktiOfgMjYvf0s55S1uY31SZS+ystjp8RhRD10mkLBJJk7FYksa6QEXbKcVE5a8KxVSgBCyFQqFQKBQKhUIxq5gLD8PF3ESukOOSLXR5ZTW5bqlQQGdolIzAZdkSTSNdcgi9fZECl477urE+WCAKebmPXDHpklXt9GUJSeCUCEqP8r5SuMOxbZursgLJ851kA+E4m7fv59brz8+4zYqd2/z1bQm2ZROJ2fzx0DCvHQ2z8aIO9vQM5XwuZUl0TdLeVpvTTTFfaMw/B+6r+pCf91/QUfaxl1PyKQRsuKiDrb/u4cRQjOHRBKZlO26osvfkUBs0uPRPzi7rs24ovlsa+P4LO3jwiT9wfHAM08q9RqaCcstfFYqTRav2ABSK05Hh4SH+7/+9lXB4uNpDUSgUpzHqb5FCoZiNuA/D+w4PMRCOs++wU0rWdWCw2kPL4bLVi2msD6Knn6hcUcAVclzaGkNZnymULcbdUgI7T0CybYgnTO54aHcme8qL69afw4qFTbQ0BFmxsCkjHBQrS9zTM5Szztnz66gN+tD1yT0eNs8L8o6VC4DiOVe9fRG6DgzS2dHMzR9ZxXXrzwGcfKs7HtqdOb/F1pcSbClJmTaP/PoAvX2Rskons+cfip+D9rbSAfT5FJvb//ebw9hSEk9ZDI0kaKkLcmHnAprqA9QEDRYvqEfXRUFXwokYjab418f+l31HvP/NFsJxadXX+GieF6SlIUR9yIffp3HOwkY+dOkKlp9deI1MBaXKX7Nxs8g2fe/5nHOuUJSLcmApFFXg0UcfZt++P7B1639wzTXXV3s4CoXiNEX9LVIoFLORibKgZgudHc2ebqJ3rFyQ05kut2zORtPGM7CynTD3b9tbsA9NwOBIgqHRhKfgoWsCXReZrniuc+1ft+7BtCSxpFmQaeSKPO464AgLm7fvJxKNeOzFGQdQNKdJZo0uFPB+xNQ0rWieV7Zjx8vZBuOlfgCmZWNaWsnSSZf8skUpJVo6FN3dnmXDwWMj3PHQ7rLdftlCm6Fr1ASdEsFowqQ/HM8pxVzW3oCha/y+e4A9PYNYFZQOAumOiZIDr4/kdA/UNIFf1wgEdPyGVrJrYPb5nmqKltNmiYnKpaWYCpSApVDMMMPDQzz77E6klDz77DNs3PjnNDQ0TryiQqFQTCHqb5FCoZitlPMwPFsoRxTIFrqO9kVIpCwsJJoQnNFSk8l/8hJuMhpIEVHCsiUN6RwjVyDIzskqRiSazLihsoWF7NXcZnZSOsHf61cv4pfP9HiWQQ6NJPjNnmNEognCkUTBckcwys3z8iozvOunLyM0EAg0IXOOI3+vui5oDHqXTmbjJTS2zPPzP6/2YVp2RvCJJSz+eMgJii9HVDmjKUQqZREMOLlW0XiKwXCMmoCBbUtsW3Lg2ChdadFqNFbcQefi0wUpS2JoYOi6M7700Vu226FR8kr3IOe/6Qx8upbuapieoyoFsBctp80SE+eKMK2Y3SgBS6GYYR599GFs2+30Yinng0KhqArO3yLnTte2bfW3SKFQTIrpyKoq52F4ruA6m44NRLGljUAgZVqY0SSxdPc8GHcKlSNAuWgahCOJzHkYHi1v3UTK5t6te/jUxpUFwoKLTx8PnA8FDRYvmFcQgO5iS9iyfR9SSqLxVIEzypZgaBrhSJI7HtrNUY/yP9JbdnK4nBD7Gr/u6SLTBJlA93Kuv3yh8Y6HdmPbds4xuuOcSFQRAkxL8n8uWMzPn97PicEo8ZSNJqC+xscbFjbwyLM97OkZJJInWrW31nLe0mbqQj6e+u0RRsaSmfOlCadEEsC0oa5GB3RiSYugXyfodx7dYwmT3r4IAcPJRpsNXQOLhfNni4lzSZhWzF6UgKVQzDC7dj2HZVkAWJbFrl3PqYdGhUIx4zh/i5wHJ8sy1d8ihUJRMdNVElTOw/BcoOvAIPdu3ZOXXTWuNuQ7UFyn0Pcf7iKetDB0gS1l0U51fkPDTgtGrojjJQoVIxo3S67nOq1c8fDxXQczP8J60TcURaaPy9AFIqew0Cn7A9h3eAghtIzbKJtseUwIwaIF9axc0sQjvz6QWV8T0DQvmBGrJnOtjR9z8VD9bHG2vbWW9RcspmNBPfG4SdK0aZ0XZMNFS3n8eSegXdMEiZTNf/334ZztndVWS+eSZs5b2kLzvGDm/Xm1fna+3MuhY6M5LitNE9QEdJacNY+AYdB9dJixhMVAeLxr4bxa/6xqdFCsnDZ7PKeSMK2oHkrAUihmmLe97e08//yvM6//5E/eUcXRKBSK05XVq9fwzDM7sCwTXTdYvXpNtYekUCjmGNNVElTOw/Bc4PFdB0sGr0OhA6Wzo5lQOkcpaUoMXaBrIqdsT9cEQpDjHHLnyctJVXzfkt6+MebV+dLZSTLjLgJHSAGZk9Hl5e7ShONKamuqQUrJ8GgccHObcj+naQLTkmjCRtc1dE3mjDd781JKjvY5mVyhgI5laUgkAkEqZWUCwidzXbhzlT+34IgqoYDBg0/8gUTSIuA3OD4Y5ce/2sv7zl/EirMbsWxJz+sj7Ds6womhGGNxM2cbZ7fV0rm0hc4lzTmiVTYrzm5kxdmN7DsyzMPPdAOCgN/JsRLAe/5kIZYt2dMzwFiWk0vToH84yr1b9xCNp2ZNntREYuKpIkyfqngJou9uq6/2sApQApZCUWXkbPD9KhSK044NGz7As8/uxLKcYN2NG/+82kNSKBRzjOksCZrOwOmZIn8evIrvvBwo2UKUaTkilitq+AyNlGnlOJccwUUnEktWXE4WT5nIiMy4m8ARngQQ9Ouc1daQEQ+LhbMLIWisD3DVuhVEognuH44RjiQz5XAutgQjXYJoSxC2RAgNgV20I18sYbHv8BCW7eRDuWKTLWHs8NCkRRtXTBmJJHJELEMXnNlaS0Odn4FhpxzTdT4JYNsLh+iaP8ieA4NEPUSr85a20Lm0maZ6b9EqG00IDEOjcV6AxvqAE9Y/kiBp2tTX+LBsSWdHMw11fmIJCymdskrHlQfx5LioNVvzpPJFkUtWtbOnZ2hOC9OnIsXctHU1ATrmV9adc7pRApZCMcO89NKLJV8rFArFTNDY2MRFF61lx46nuOiii1WAu0KhqJi2xhAjkQRCOAKAEyYtVUlQmrbGEAPheOa1l3jl5UDx6prXWB/guvXnAOQ8aOoa1AR9hCNJovEUQjhZU5ZtlyVmpVI2Vp4KKSX4fTp+n573aZnTQTFzHLrguvXnZLovXrf+HP558+8895fvdjKL2MU0zelsKO3xIHchREYU8xsali0JR5Js3r6PzuvfOfHBZpHt8uvtj+DTdepCPs5srWXVG1v5xdP7OTEUz1lHAscGoxwbjGbeW9I+j3MWNdK5pIWm+kDm/X1Hhtn5ci+DI3ECfgNwRMIFzbW8+0/O5k2Lm/DpGoYu+LfHX+XQsdEcd9toNMXm7fvpvP58YgkrM0/ZZZ35eInHXq4aYEbcjV6iSLkB+YqZpZibdsv2fWz68FurO7g8lIClUMwwq1ev4emnn8x5rVAoFNVgw4YPcPToEeW+UigUk2Llkib+eGgoIypYtkQTzvsKR4g62hcpKCPUNUFt0Ed7W62neJDftdCyZKZk7rLViwvKKyOxFK/3Z4ei2+gaBPwGiZQ5YUlh9nJDdzraJVIWibCVU5oWS1gIxsUjx7lkU1/jLzgGzaM0L/t9IQrFLHdunO6MIUYiSUai2S6j8c+Pl086ZZBuR8VK6OxoZmVHE4mUTTxhkkzZ2FJi2Taa8FCI0iw6o47OJY7TaumiZgYHx3KWuyWBI2NJfIaOxClJ9Bs6vf1j/GLHa/jfs4LOjmakhCPHRz1LM4/2Reg6MOhZGuoVpp/v5vMSkO5Nl2TOROmh6jo4dyjqph2Keq9QRZSApVDMMGvXrssRsC655NIqjkahUJzONDY28aUv/W21h6FQKOYoe3qGir7//gs6ZnYwU8BkQrFL5cZ0djTzqY0r2bx9P8cHnAfBM1pCXL1uxYTbdZffv20vw/E40URuydzNH1mV+eym7z3v+fApcUr0oLiC5eZcuetrQpDM2li26OAKKa545IhYhSWQj+86CFJ65ksF/TpSFndeNdb7+YfPOD/u3vHQbsbS5YOA5/bAKSesRBSRQMq0iSdN4kmLPxwaYsfuo5kg9mTKIpEqHJ/f0LjiXUtYtaKt5Pb/+3+PY+gaZzTXYlo2sYRJ/3AcLZ1bpo8lcsZbLKSf9HFlO/IAhNAwLTvjeLSlt5vPS0AajaYwdG1GRCXVdXDuUDRgv6mmeoMqghKwFIoZZufO7Tmvd+x4SnX+UigUCoVCMefoG44VOEdsOTcfUCfTUbGc3JjOjmY6rz+/6PqlBLNyHSzZ2VTZvpx4wvIsNXPRBJzZWkssYeZkbuVj2fDakTDBgI4QGpqwC0STrgODbPvpy5wYihKOJDPZXa5bS9MEQb/OP//Fu7jjod3sPegtfg6GE5n/9yqlLMZE15wQkLJsEkmLWMJ0XG2WzTO/6+WZl3tzAvGz5yf7+vYZGnUhn+e2dSHw+3WCPp1Y0mIsbpJIxnPW1zWRmc/s8eq68ByzTB+X68jbvH0fvX1jWPZ4N0Y0jTq/4enmK9ZdMn8ep0tUUl0H5w7FAvavWrei2kMrQAlYCsUM8/zzzxa8VgKWYjrptyweGR2u9jAKiKZvwGq0EnfXVaLfsph9fVcUCoVidnEqPaB6iUVDI3G+/3AXoaBRkcBUTm5M14FB7t26JxPOHY4kuXfrHj61cWVmH0f7ImiaBmSHd0sPsUF6/F/6/z1KzQAMXaOhzs/V65Zz8NgI23YdIpowC4LXXWwpGY2m8OkCXc8VTSA3l8tIq2aOGDZeXurTNboODHLZ6sVFBSx37664l0xZBHwGhq7R3lZLb3+EkbH8kkzva87tqJgwLeIJywm/N232Hw3T1T3A/x4YIp60CtfDcVul8tSfWMJk58u9rDi7ke7Xw/zm1T4SSZOG+gBr39rOOQud0tmATyeZMgvEXddBlj/es9rq+OPhoYJsMRj/XGdHM4+H/AgxlpmklCXRNUl7W22OIy97Xa+ulPnlh9P1nVVdB+cOxTq/url2swklYCkUM0xLSwu9vUdzXisU08XChbP3JmHokNP++oxFs2+M9czuuVMoFIrZwKn0gOrlVrElRBMmiZTlKTCdTG7M5u37GIunskQLyVjczgSSdx0YLAjv1jWBTxcFYsNIJFl0P8XK0wRkQuGf+J/DxFOm5+fGj8vZjmlLdJErmtzx0O4coUR4lCzqmiBlWty/bS/XrT8Hn14oEIEj/uQ723QNQsEgK5c0pUW9/CB5wdG+CHc8tJvL13Rw7qJGXj00xPbfHqG3b4xQwGBZewMDI3FePegtWmUjcUr9smfO0AUBv4EUMDAa5+mXjtI3FGUsbgGS/UfCGbde9vdCynEXly0lPl0wry6Q8x25bPViXjs6jJ2neIm8PLlKS/K8vp81QcdBFo3b0/6dLSaKqPyr2clc6fyqBCyFYoYZGBgo+VqhmEo++tFrqz2Eotx++20AfPGLX6vySBQKhUIxGU6lB9RibhVwxZtcganYOuXmxhwbiBU4bmwbjg84YsTjuw5i533AsiWaoRWIDUUzlIogAMu2ufOnL1e0HjgdCk0JB14PZ95zhRUnAF6S8tCHNOG875ZAbnxXB/+xszunU6IQcPmaxUWdbdt2HSKRMtGEwDAEpuWWMgo0TTAyluDhZ7rZu7iRZ3/XSziSyohQPa+Pu0gE0HFmPZ1LW/jd/n6OnIjkuKU0AX5DByR+v0HQryOEk42lIfj+w12MxXMFv+zSTvd7cf+2VxnIKol0z5NXwaCX+wqZmydXqeOx2PcTZqYLoTuGufj3QDF7UQKWQjHDXHjhRezY8RRSSoQQXHjhRdUekkKhUCgUCsWkqOYD6mRC14uR71bxIltg8lqnWG6M1zgnwitfDCDkNwqOsViGUjEkUCJOqiyyQ87bGkOMRBLYkqJzJxkPi+8bjrF4wWJa5gUYCCeQQMCncfmaDt5/QQc7dvd6Oo1iSTM9bqcMb16tj4Dfh5SSaNzk2EAUKaHn6IhnKWTQr/Pedyxk5ZJm6mv8ALQ2BDMdAyUQ8uu0NYe4sHMBu7qOMxCOMzSaIGXahAI6J4aixBKFCp2XEyocSRV8DqA/HM840To7mnl810HP8+FmYLlMxvFY7PupRCXFXGX2BY8oFKc4GzZ8APe3FyGEal+vUCgUCoVCUSFumdm+w0MMhOPsOzzE/dv20nVgcFLbc90qKxY20dIQ9HTJTLTOioVNXLf+HN6xcsGE42ysKwwDBzijxXFvtTWGPAPYTcsuOMaz2uomHKsQjrNIVKZ1FSVbcLls9WIQ3h0CXdxQd12DUEDn/m17GRp1xCtdg7oaP4sXzAO8j92nCzSgNp1H1tYUQiIYCMc4MRQjEkthS0f0KZbjFfTrXLByQUa8AlhxdiNXvXs5b31DK29Y1MTKZS18aN0K2lvrGAjHiSUsbFti6BqJpEU8YWJ4CIbZTqiuA4N8/+Guop0WYdyxBY5IVUyEzHZXFbvelBilOJ1QDiyFoio4/7Ce7K9fCoVCoVAoFKcj5Xboq4Rst8rf/tv/cOREpOAzrsDktY7rtHpg215a004rr3EOhOPomsiEervU1/i4et1yYNxtMzSS28kukbIKsrhWLmkqGoruIqVXlPvU0NnRTMivk/Lo5JeNaUnqa3yAYHg0jhACv+HMQTiS5IFtr9LaWENvOrxeExJbSkJBH35DJ+DTSSRNwmMJkqni+9JE4fFqAprnBYG8roF+nflNZ3Bh54Kc+/I7HtpNNJ7KcoI5C+10cHp+h8Lsboz3b9s7Yc5WtmPLdbDlXw+GXlgu6p5z19HnimBKxFKcLigBS6GYYR599GGE0JDSQgjB1q3/oboQKhQKhUKhUFRApYHWlXL1uuXcu3UPo9HxMrBsgSmf/ODxodE49w/HSKasomV1mgDN0AhldfRzhQjXbfOdX7ySI9ZYtmQsnsqIPX3DMWLx0gHsAN69CE+OrgODdHY003VgsOwcLtOyGYk4uVBSQjIzOZL+cILh0QSm7bilQgEfgbQwNhZLMTgSL7ltAdTX+rhg5Rn8z/+eYGQsiS2deW5tDPLe8xdRV+OIYT5Dy3HZ5f+o7HV9uVi2sy9DF9jpsbpOKDfQvkjzxwzZjq3LVi/m/m0xRiIJNEPDsiS6Lth4UUeBMJV/nQ2nrzPlxFKcLigBS6GYYXbteg7bdn6VsW2LXbueUwKWQqFQKBSK046TybCqNNC6Ujo7mvnUxpVlj6+YIyzgM9C1wmwop8xNIIB5db5MR7/8MXiFe9s29IcT9IcTCFHa0e/qKNPhvnp810EOHhth67MHSpbLZZMyJQKJEFrBOoauURM0qAkajlAXSzEcSZQ8vvoaH831AcJjSZrnBVn71nZWnN3IWa11vLDnONGkyZnNtbzrLWdy7qJGQJR13ZUK9Qd3PgVN8/w54pEroE5UZZGdXVVJM4SJnIdTmQunUMxGlIClUMwwq1ev4emnn8L5p0+wevWaag9JoVAoFAqFYkY5WSfJZAKtK6WSgPpijjBD1wgFgwViiJRgSUdaOnJijP984UCm21wlTCSU+AwNy5Yl86kqIdtYdLQvwv4j4bLFKwApJRKZWUfTBKGAI1ppQhCNpzgxFMMuMV7XOdVQ5+cDFy9lxdmNzvsCNCEI+HTece4ZXNh5Zroz4vi65V53XqH+uiaQyIxEazFBAAAgAElEQVSoKIDPffAtdMyvzazX1hgiHElieSiPQjiSZbZjq1JKOQ+VO0txOqBC3BWKGWbt2nWM/9MvueSSS6s5HIVCoVAoFIoZJ99JIoQgHEly95ZXuOOh3ROGsc+2QGuv4HFdg/a22sw4fbpWNET9l8/0eB7zgrzMrUqR0p4y8QpynVyWJSsSrzLr2ZLaoEFLQ5D5TSEMTTAYjnN8MMpoNFVSvAJHSFrSPo8PXLyUNyxsxGcI6mt8NNUHaW0IMa/WT9CnO4JT3qZKOZiyyb6+fLqGkT53dkbMgmVnN+QE9oMjfNletjkc8appXoCbPtCZc51W0pCg2HXW1hgq+9gUirmMcmApFDPMzp3bc17v2PGUKiFUKBQKhUJxWpHtJHFdMq5rZd/hobKcI5U4pKabUo4wd5xdBwa586cve65v2ZJ/3vwyjfXBnNKvd75pvmeYfLmUGU1VFE3Ds4yxvsZXslOjnl4ve/fBgE6N3yAYMIglTEbGkhMGv+eMRUBjfYAPrl3GuYuaCAR0/LqGYWhlN0aqJDst+7y5zib32Iq5/To7mmlvq/M8Z8WcV5U0JCh1nd2/be+05sIpFLMB5cBSKGaYXbueK/laoVAoFAqF4lQn20miidzua3PROdLZ0cwlq9oJ+Aw0AQGfwSWr2nMEiM6OZgI+veg2LBvCo7kOnD09QyWFonwMXUPLesIrYgYqC00Dv6ERCuSOWdcE7z1/Ie1tdWhFByeQOCWMDXV+FrTUUBs0SKRMevvHGBpNlC1eBXwajbV+Vr1xPtdffi7vfNMZNM0LEPIb6Hr54hWUdjAVo1K339XrltPSEMzsR9egpSFY4LxyqVRUKzaWyRybQjHXUA4shWKGedvb3s7zz/8657VCoVAoFArF6USuk6RQgZgrzhE3NLu3L0IsaYGU2BISKZMdu3tZvGBeRrRwuvWVFm1M23EahSNJNm/fRziSrCyAXdrIkxCtsrFtJ3RdSjvdcc85NsuW/MfObi7sPIOmeUGGRuJkn0JDd3OtfFi200FwZCxZkdDkNzSCAYNQwMDvE3z40jdw7qKm8cOcpLOs0uy0/FD0cspUKwllh8obEhRzHs5ELpxCUW2UgKVQVBlRLAxBoVAoFAqF4hQl+yH/tSNhrDyZZi44R/JDs8FxJxm6wLRkQXe4+7ftTd/3lVZfbAm2ZdPbN4ZW4X1iBRV5RdE1gRBgWhIp3fHkjllKeL7rOBd2nsHB4wbH+iPUBH0E/AZCwEg0yYmhaEVCU9CvEwwYBP06li2JJ0wGwnFMy+b7v+zirLa6k+6qV4m4dDKh6JWUt06V8FSpcKZQzEWUgKVQzDAvvfRizuvf/vY3fPKTN1VpNAqFQqFQKBTVwStjaLqcI/lOmql4sM/PLgLHneQ3NEDmuMjcz1byw6UtwZ6s1egkyD4GXRfYpvcYpIRXDwyz7OwGTNNmJJokEo7hYajLQQhnXU2QcVnVhQwiMZN4wmR0LFngyhuNpth3eJh7+yJ8auPKkxaxylm/kmyqk2EqhafZlAunUEwHSsBSKGaY1avX8MwzT2NZFrqus3r1mmoPadr4yU8e4PDh2ZlfceiQM67bb7+tyiPxZuHCxXz0o9dWexgKhUKhUEw70+0cORknTfY28sfnlV0EZMSXbBfZ+GdlxqE1EZpgQjFoukiaNromPHOqAj6dUNAgYOiMxVO8sr+fRKo865ehC4J+g1BAx9B14kmTVMrmg+uX88C2vYzFzaLrWrYkEkuxefs+Oq9/56SPrVyKZVP19o1N+b6U8KRQlIcSsBSKGWbDhg9kOhFKKdm48c+rPKLp4/Dhg/yx+w/oDf5qD6UAW7cAeG2gp8ojKcQKJ6s9BIVCoVAoZpTpfIA/WSdNMQEsFNDRNQpEDk1zygSzXWShwPhjVznila4Jz2ywmSR7/4auURM0CPgc0Wl0LMlwmeML+HSCAZ2g35mDeNJkJJrCshJIKVmxsInOjmauXX8Od295pWROmJRw9MQYXQcGp13waWsMFeR7AcSS5qT2Px0uQIXidEMJWApFFZBpO3gVXOEzjt7gp+Hi9moPY04Rfqa32kNQKBSKCXnxxRe5/fbb6e7upqmpiRtuuIEPf/jDhMNhvvKVr/DCCy9QX1/P5z73Oa666ioAkskkX//613nyyScxDINrrrmGz3zmM4Dzb+Odd97Jli1bsCyLK664gi9/+cvoutMB7Uc/+hH33XcfY2NjrFu3jltvvZWamhoAHnvsMe666y4GBwc5//zz+eY3v0lra2t1JiYP96G1fzhGq3porQqVdHnzopgAFgrU0VgfzCzTBGiaRtCvc1ZbQ+Zcdx0YJBxJoGnldwWstngF42HsAZ9O0rSJxp0w9mw0TbBwfh19Q1GiCefHQU1AwO9kWQX9BqZlE8vKsxrfvkZjfSAj8nV2NHPFuzrY+uyBkh0KJXD/tr0VOegmw2WrF7P/SBg7a8y65tQ/VlpGOBUuQIVCMcMClrrRmR0cOnSA22+/jS996W9ZuFB1pZhpHn30YWA8wHPr1v/gmmuur+qYFArF9DHVpbTh8DDhcHjKtjfVNDQ00NDQOCXbUqW0s5dwOMxnP/tZ/uZv/obLL7+cV199lU984hMsWrSIn/70p9TU1PD888/zhz/8gU996lOcd955nHPOOdx111309vby1FNPMTAwwPXXX88b3/hG1q1bx4MPPsiOHTvYunUrQghuvPFGfvKTn3DNNdfw9NNPc9999/HAAw/Q2trKX/3VX3H33XfzpS99ib1793LLLbfwb//2b7zxjW/ktttu4+/+7u+45557qj1NdB0Y5N6texiNpgDoD8c5OgUZPnOVajlQKu3ylk8xASyWMLlkVTvbdh0injQJ+g3Wr17ExzecR1/faOazj+86SDSeQhMCKWTJHzBbG4KEI0lM2572HzoNrTD0XdMc0Sro0zHTHQTd6zefNy9r5gMXL+PQ8VGe+M1htEiSUMDA0DUSKYtYwiQcSRQtgxRQIOC8/4IOFi+Yxz/97HdF878Ek8uiqvT66+xoJhTQiSfBtiW6JrClJGXJijtkzlSe1mRQzjDFXGLGBCx1ozN7+OEPv0ssFuMHP/gO3/jGP1R7OKcdu3Y9h0z3N5bSZteu55SApVCcwhw+fJD9+/ZTG5qam8FkKkbK9H6YmA0MD44RHT35NlhjscEpGI1iuujt7WXt2rVs3LgRgJUrV/LOd76Tl156iSeffJJf/epXBAIB3vzmN3P55ZezZcsWvva1r7F161a+/e1vU19fT319PR/72MfYvHkz69at45FHHuG6665j/vz5ANx444185zvf4ZprruGRRx7hyiuvZMmSJQD85V/+JR//+MfZtGkTjz76KJdeeilvectbAPjrv/5r1qxZw8DAAC0tLdWZoDSbt+8vePgfjabYvH0/ndefX6VRVYdqOlBOtstbMQEsFDDYsbuXRMrElpBImezY3cvKpW10zK/NfDY7/6oUQkAwoCPxMzwaBzF9ZYR+n0bApzMaTTn7TTumbFsyFk8xFiv974wm4CPveQMHj0d4rutYOvhdMDKWJJGyJty/JmDZ2Q2e576zo5mAXyOWKL6dYg66YmLMZK+/s9rq2Hd4CMv2zjYrl5N1AU4XyhmmmGvMmIClbnRmB4cOHaC39ygAvb1HOXz4oHJhzTBve9vbef75X+e8VigUpza1oWZWLvs/1R7GnGLPa/9V7SEoSnDuuefyD/8w/iNYOBzmxRdf5I1vfCOGYbBw4cLMsiVLlvDEE08QDofp7+9n+fLlOcsefPBBALq7uwuW7d+/Hykl3d3d/Omf/mnOstHRUY4fP053dzerVq3KLGtqaqK+vp7u7u6q39cdG4h6vn+8yPunMtV0oJxsSHwxAQyk5zFt2b6P9RcsyuwvFjfx6YLUBNlXUsLxgRhntNQwEIaJBK9y8RlaQUleMmUjhKCh1skpHYubxBLFA9RhvDQwFDCoDRnc95+vEo4kiUQTxJJ2RbldAb/OyiVN3PHQ7pxzAs61Ukq80jTnv/kiUikxZrLX32TFz3whzSsvbTJC2FQzm51hCoUXMyZgqRud2cEPf/jdnNfKhVV9KmmnrFAo5h7h8DBjsUElyFTIWGyQcFir9jAUZTA6OspNN92U+XHygQceyFkeDAaJx+PEYo7TIBQKFSwDiMViBIPBzLJQKIRt2ySTSc9l7jr5y9zl7v7KpaWlrqLPl0Opf+Hb2uqnfH+zlba2evqLOFD6h2MzMhfvbqvn3e+Y3I+2726rp64mwL//5x6O9UeRQE3QYHg0kXNMhi4QQrD34CD7jwxDutxMS18I5YhYtpT0D0+twGllBW8ZukYwoKMJ4ZT4jZVuHON2DQwGdHy6nikNHB1zSgMtWyLSn9PyHGPjgRmFxBIW//m8k3Xliib39kUAJnR/gaCxPsDVl74h59rZ9tOXPcWYbS8cmvT15577Ldv30TcUpa2phqvWreAdKxdkPpO//m/2HCsQ0mqCPmqCPqLxVI4Qln8MM81k5+V0+vuVzel43LPtmKsS4q5udKqH677Kfj3bLspTnd27X8x5/dJLv+FLX9pUpdFMLz6fXu0hzFl8Pv2U/26618epfpy6rkSYyaLr2il/fcx1Dh8+zE033cTChQv5p3/6J1577bXMfZpLPB6npqYmc+8Vj8epq6vLWQbOPV4ikcisF4vFMAyDQCDguQygtrY2594we7m73XIZGIhgT3G51hktIXr7x3KCuzXNeT87I+lUpq2tnr6+UVobQ4QjCURa5NA1gZSS1sapn4vpyPSJRBNE4ya2dASX3r4IQmgYmhPcnjLtdHdB5xpKmTaacIQdMyNilZJ0HGwpSZU2QlWMQFAT1NE1QSJpESmSaeUS8OkE/Hqmc2I8aTIaTZFIxj0/LyF9jLLg/VIkUuM5X06mmFWyA6GLJgTXrT+Hjvm1OdfOiaGopxhzYijqdBT0KAMt5/rrmF/Lpg+/Nec9dx33+s5m81N/LBDSovEUZ7bWcVZbXc51mX8MM03rJObF65hPB07H467WMWuaKKq1zLiApW50qkt7+1k5IlZ7+1mn3Rex2qxalV9C+I5T9hykyshAUHiTSlmn7HXh4l4fp/px1tXNozZkqhLCCtnz2n9RVzdvwuuj1E2OYnrZs2cPN9xwAxs3buSLX/wimqaxePFiTNOkt7eX9nanA21PTw/Lly+nsbGRlpYWenp6Mo1zenp6WLZsGQDLli2jp6cnE/HQ09PD0qVLM8u6u7sz++7p6aG+vp758+dn1nMZHBwkHA5ntltNrl63gnu37iGWsJBSIoQgFNC5et2Kag9txlm5pIk/HhrKBHNbtiPqrFzSBEyd6DRdmT5epVYC2xFpirQWtCXYlkQIp/yuHHFGSrDSczSx3FUcTUDQr6NpGsmURTReWhULBZwMrIBfx7Ik8WRh18CJqPSxKD+jXZaRWi8onp1VKqz/ZHPQKqFU6P+tsyz7bibnRaGYCmb0Z+E9e/Zw9dVXc9FFF/Ev//IvBIPBnBsdF68bnexl+Tc62cvm+o3OdPPpT38u5/WNN/5/VRqJwqWcf6wVCoVCoZhN9Pf3c8MNN/CJT3yCL3/5y2jpUJq6ujouvfRS/vEf/5FYLMYrr7zCY489xoYNGwDYuHEj99xzD8PDwxw4cIAf//jHXHHFFZll9913H8eOHaO/v58f/OAHOct+9rOfsW/fPiKRCHfffTcbNmxA0zQuv/xynnjiCV588UUSiQR33nknF198MU1NTdWZnCw6O5r51MaVLD+7gab6AMvPbjhtOxDu6Rkq+r4rOu07PMRAOM6+w0Pcv20vXQcqb+ZQKtPnZPASJSRO8PpESOl0+6v0jm8yd4hBv05N0OkEGE1YRGIpkvmtBnHGXRs0aGkIcmZLLaGAQSJlcWIoRt9wjNFoqiLxajLkz105sRqaJoqKK5etXkxjfRDX+Jwtxrg5aCsWNtHSEGTFwqZpCypvawyRb76ebN5V14FB7nhoN5u+9zx3PLR7Ut+JUpQ7L9njuPmeX0/5OBSKcpkxB1b2jc6nP/3pzPvZNzrf+MY32LdvH4899hg//OEPgfEbnbvvvpvh4WF+/OMfs2nTpsyy++67jwsuuADDMApudG655Rbe9773ceaZZxbc6HzsYx/jgx/8IOedd96sutGZbhYt6si4sNrbz1IB7lXgpZfySwhfLPJJhUKhUChmJz//+c8ZHBzke9/7Ht/73vcy71977bXcdttt3HLLLaxdu5aamho2bdqUcVV9/vOf51vf+hbr169HCMG1117L+vXrAfjoRz9Kf38/V155JalUig0bNvCJT3wCgHXr1nHkyBFuvPFGRkZGWLt2LTfffDPg5KzedtttfPWrX6Wvr4+3v/3t/P3f//0Mz0hxOjua6exoPi3LT7LpG44VOHRs6bz/+K6DjEQS6JoGOOWFI5HEpIKkp6vbm5e7B5iqnPWTwm9o6LqGZdnEk8Xd707nRB+hgIGuC+JJi7FYisFUvMANNRMEfFomA8sZm040LksGwdcGfUWviYnC+t3v4nQzVa6mmeoQONG8eI3jxFBUdSpUVIUZE7DUjc7s4dOf/hy3336bcl9VyHPPPcOzz+486e0EAgHi8VjO69tvv+2kt3vRRWtZs+bik96OQqFQKBQTcdNNN3HTTTcVXf7P//zPnu8Hg0FuvfVWbr311oJluq7zhS98gS984Que61577bVce+21nssuu+wyLrvssjJGrqgWpcq7jvZFnEDw9EI3I+toOtR7qvZzMuSLEppwBLhq6VeGLjB0DcuWjsPKw2UFjrgVDBg5eVYjY0kSVYx5CPh0Ll+zmMUL5hWITQePjbD12QMFXRPBOY/tbbUltz1TItVEYziZrpcus6VD4GwZh0IBMyhgqRud2cOiRR1897v3VXsYpy2tra2Ew8OAY5VubW2r8ogUCoVCoVBMF262U/9wjNYpChSfi5RypXz/4a4C141lS6wJOvZVup+TIVuU6O0bIxJLMdPyla6BYejYtkyHxheKUAIyAewnk2c1HRi6xoKWELde/87Me/nfhc6OZhYvmMfm7fvo7RvLuPYqOY9Tmac22e1MhZA2XW7CuToOhQKq1IVQoZiLrFlz8ZQ5nL7whc8SDg9zySWXcs0110/JNhUKhUKhUMwu8ktvhqapBGiuEAoYhCMaPt3pxHj1uhV0djRPqQyULTQd7YuQSFkMjya4e8srLGip4ep1yz3zfcoRKtz37t+2F2bo2V0I8Bkatu2EwFseJYKagGDAoCZo4NN1EimLeNIkPJacVQ2nTMsmHEnSdWDQc37zz8MH1p7Bnp6higSkqSq7m6nyvVK0NYYYGonnlN5q4uTdhJMZx3S4GhWKyaAELIWiCrS2tpJMJti48c+rPRSFQqFQKBTThCq9ccgXA3QNYgkrsyxRIrdpMrhze+/WPZiWnW4SKDlyIsK9W/fkBOm7Y3OFgoFwnP1Hwlzxrg7ef0FHwbbdc6ppAnuaqvAEYBgaUkpMS5JMeZXTCWqCTmmgpgniCYvRaIpEMl64wVlENJ7yvP67Dgxy79Y9jEZTgHMejvZFKm56MFXfudnw3XU7d3q9P5OoToWK2YQSsBSKKmAYPhYt6qChobHaQ1EoFAqFQjFNqNIbh2JiwObt+4klTOwiCeK2nHzJ2+O7DhJLWGnxapzRaK6A8viugwUuF9Oy+eUzPfz3/54gljBz3D/j53TqnU2GriFxSie9MqB8ukYoqBMK+JBSEk9aDI0mPD87W8m+/rMdV5FokkSeUDcaTbF5+346rz+/7O2fzHcuezzhSLLq3909PUPomsAQIpMLJ6VkT8+Qp7g6XeRnes1vqmH9BYtOKxFeMXtQAtYcYaoCxIFM/tJUiicqQFzhRTg8jDmcIPxMb7WHMqcwhxOEjeFqD0OhUCgUJ4kqvXEoJiocH4iWFKk0oQGTyyLqG45h56tXWcvc7e4/Ei7ojuiMz3FsQW75WNFuhBOgCYFEFnT7M3THaWXZ0jOjymdoGaeVZUliCZOBcAxzEvlglSIE09KdMBQwClx5xTh6IsKm7z1f9nmf7HcufzyGrhV8Zqa/u33DMVKWxNAdx51lS7RJNjc4WbIzvU73jqqK6qIErNOQcDgMTK2ApVAoFAqFQqHIRZXeOBQTFSRMKARNNosoFDAYKCK+tDWGMtsth2zHGB4iVDlku8wmEq0CPo2aoI+g3yBpWsQTJieisRnPszpZ8UrXvM/viaEom7fvK0sIlDjlhOWe98l+5/JdgiDRNDIOvmp8d9saQ4xEEtgSklkdOqWkaI6YQpHPVDU1mC0oAWuOMJUB4rfffhsAX/zi16ZkewpFMRoaGuk3h2i4uL3aQ5lThJ/pVQKzQqFQnAJkl96cql0Iy3k4KiYqhAI6r/ePlRQxyskicsfQ2xfBtCS6LkikvAOqdE1w2erFme0KIco6TsuG3r4IuibS+VeVqTuGLpAST9HK7RxYGzLwGwbxpEk8aTEcSUxKRNI1qAn6SJkW8WRlVjFN4OlIy8fQBQ11Ac/Sv3EEXqWWyZRNb98Y2VNfTOxy3y83g6qzo5lLVrWzbdch4kmTgM/gklXtZTn2svdvWhJdc8o259X5q/Lgf9nqxdzz8zBW3sTYtn3a5egpJsdsaEYw1SgBS6FQKBQKhUKhmCbc0ptTseym3Iej/AwdVwwAp6PfQLgweFwAui4mzDTKD2GH8XIrgVMGl/2+RHL/tr1ZGUe5TptSSOlsyyrTCZUrWuWuIwQE/Tq1IR+GrhFPWERiJolkoqxtl8KywbIk1iRC5ssVzBa01HLr9efzny8c4Bc7uj0/kzkPHqWItgRD0wBn4h0h0TlnWno9931dc7dlT5hB1XVgkB27e0mkTGwJiZTJjt29LF4wr+QDe7HS0GVnN3DzR1aV3Od00dnRTMivF2Sc2fL0y9FTTI7Z0IxgqlEClkKhUCgUCoVCMU247qBT0YFVycNRdoYOjM9LMmV5Zy0J8Ps0YnETTQgMXWCnu/JlZxG5Y8jWlFzxQ+Js129oSGljSYltOyVp2RlH2eKV6xnyGpNkYvGqlGilCQgGDOpCPoQQxBImI5EkyWkIYY8nzbKcVNn4Da3ssYxEkoATNF7MtSWlRBPF4+5t2844rKSU1Nf4aKgLEEuYjEaTpEw7M4dO/hOEAnrONvIdgJFYclIP7LO13Le9rY6xw0OnfY6eYnJMdSOR2VCOqAQshUKhUCimmbHYIHte+69qD6OAZMq5gfH7Zt+N8FhskP+fvTsPj6o8+wf+PctsWUhCCLIIYRUUUMMeFhFsVfYq6IuIUn1V3Fqrr9a2/qxWfFXaii1ad14FrVVxAxWsFQSVgnVBkR3MCohkD0lmPef5/XEyw+xZSDKTme/nurggZ2bOPM85Q2bOPfd9P0BiXORT8grOUKpKgPINf629OAo+LoosQQuKFgkBVJ9wQQhh9ADyGKuwmRQJXdIsmJGf62vCHqlUzcs/KHMy2yo0Myg9xQTAWP2uJaV7UYNWsoQUi4pUmwpdAA6nB5W1zrC9r9pSa9pleTN9grOgwqmzu7GrqNJolu93N1WRIEkSNE3HwNMzMax/FjZsK0GD0xPweFkCTKoCTRcwKcBp2TZcPm2w7//F7//vP74m+r456UBZld3X1H1Y/yxs3nE0IANQCCC4KrQ5r8lIWYKx/n8ar4E16hzaciGReClHZACLiIioHfXpE78fMktKigEAPU+PxwvprnF97IiaI9HKN4K/fbdZ1JDeRc25OAptmB1KVaSQYJCmC1gsKhZPHwrAKD9scSBIhO5bkSVfLyyLScEJuJvcTbSglSJLsHmDVjrQ4PSgvNrR7NLDmGmMAyqKjHABPn+6MEoxg18DRoacwBl9s3yld7k9ugRc+MqNASZd130ZdXZnYL2jPSjg5eX2CF9T90OHayBBBPz/AgJLE4HmX7AHZwnGg3gNrFHn0JYB0Hh5P2MAi4iIqB0tXHh1rIcQERf1IGpfbV2+EUvhvn1PsZqQYjXB4fQAkgRNE5BlCcP6Z0XdV/BxUcJk+0TqSWV3evDcut3QNAGHK3yQIxpdAKp0MmPrZNmcQL1dR73DHbEnVlNBKyPTygS3psPh9KCs2tHhKweeKm8WWoPDDVkKzYzzV33CAZslFZnp1qgXyMFBGLvDA7dHg9tXHhh6IRypJ5WqSHB5vEErHSbVCLb582i6b6VHSZJgsygRL9jbqiSqPUur4jGwRp1DWwZA4+X9jAEsIiIiIqJ20JblG7EW7tv3BocbmekW2J0SPN4yPU1EbJrtvcivaeyf5KWLwEbqimyUsEETIaVwAkCDw3NK2Uzexyqy0Vfr5DgAGRJkGRCSgBDwBUKaE7SyOz04XtXQqvK9eGAzq7h+zjAAxvn+/nANtCilmZpuZE5FW2kzOLCzePpQrNqwDw01npB9+V8IB2eOAKHnCzCa1fszKRJ0Ab/MPAEgsG+WV1uVRMVLaRVROG0VAI2X9zMGsIiIiIiI2sGM/Fw8V1aHEw0nS9JSrKZO2b8m0rfvtXVuCHHyBl2ELyvxv8j3b1GkKhIkAKnWkw28/fsbhVuhsC1K8WRJMrKjgvolKQoASDDiZyKkRFGRJaRYVaRaEyNoBRgXoSlWEzLSzFi1YV/AKpHLX/0m6uNyMm0RV9qMFNhpTulpU1lbgFGKqCgSJF34sr8gSRBB6XMNDnfYMqfXNx0KeH21tiSqo0uromV7xUOTbUpM8dKPjQEsIiIiIqJ24nRpUX/uLCJ9+26szBd433BlJd6LfEmSGvsqGYEIjyagKjIuHNsHM8f3C3hMbo8uWLFmJ3Rdb9MAUYpVRV2DG95hSBKgykbmjtsjEFySpsgSbFYVqVYVmi5gd3hwvNoOXTf6RMmSBFU2Msl03difBCN7qz1WGGxrRnN5Nxocbmg6UHPCgcdKqpp8XFMXr5ECO80pOwQCM0dCGz0mQ+MAACAASURBVP8bjzk/rxd2F1b5AjZHy+pQ2xB4zMO9HncVVeJoWWCT+Ej3bUp7llb5B6RsFgUOp4bKWgdk2VhZ0z/bCwAzwajdxEs/NgawiIiIiIjaweoN+0ICGC6PjtUb9uGPN02I0ahaJ9K37zaLih/K65osK/FezGu6CGkMLkHg8z3HAwIR3gujHtkpIavRhSNLzV9570SDu7FMUYauG+WB7mY0Yvf2tPJ20DKav8PXiPyMPkbvr4OlVdB041xHXx8xPggBuDXApACyYvy7OdxuDeu3GYuBhLuI9Q/sqIpk9NTSBX6ssGPO5H5hz7e/97cXYcO2EjhcHljNKvLOyEZFrS3kMf6Bzz/+YwfqG4+/V7jX4/ptxcb5D7MIQEtLotp6pTf/gFVNnQsNDiODs+rEyTJbXdN9rz9vtheAuGiyTYkrHvqxMYBFRERERNQOwpW/RdsezyJ9+w4gbGZMcDaNzaKg6kT4Ve00XeDw8Tpfv6maOheefGsnumWm4EgzgldA84JXiiz5GsYbfwKDF7IE2Kwq0mymkKCVP0luXOlOGIGv4Dn7B/riPXjlr6XJYrUNbtQWV+FIWR2unzMMU3PSA273Bna8WXeuxsiKBqNPWrTMoPe3F+HtLQW+89rg9GDbrh9xyZQBmDk+L+KYmlvmVFZthxB6yAICsoQmS6L8g0zds1IwrH8WytqgtCo4y0xVZF8J68nFBk7SdGFs14RfgBhB9+mci0YQRcIAFhERERFRO4gUvOhMQQ1/kb59b15ZiRRxZUFv/MC/8bZHQ7Myr5qiKhJk2Vgh0Ru4ChiVBF8jdsBY5bC82hG1z5bVpGJ6fl9s2FYCTffAYlJxfl4vFB+rxYZtJbC7PJAgwWqW4HDFfwmhV5QFB6M60eDG65sOYeqYwICNN5hUU+cKCRZW1DiwYs1ODDo9I+zrZcO2kpCgpC6M7cGlpv6aW+Z0MrhmBIc03VixsEe2LWqGSbi+XserGkJKGVtTWhVccin8Tkik16Omi4Bsr3hosk3UnhjAIqJ2pdW4UPPJ0VgPI4TuMPLjZWv4lWliSatxAdmxHgUREZ2qSGVtshS6rbMKLvMa1j8r7IW73elpUZnfqTCpMmRJgkfTjZUDtdAn9ZYHKrIMu9ODylpnSMP2SOxOD9Z9VgRNE1AUGW6PUUpnd56svRMQcLg6a6iy5X6saAjZ5g0mrVizM+xjhBA4WFoVtk9Tg9MT9jGRtgc/b1PBI/9MLVdjFl1GmgWXTxsc9XGR+nrtLqzCjPxcX+AsuLSyOc3Vg3tp+WeHBWeKeUmShIw0S9jsv1g12SZqTwxgEVG76dMnft8wS0qMDxZ9s+NwjNnxfeyIiKiZEi0FK8j724vw1pYCX+ZOg9ODt7YUAEBIlozNoqCiHedtMSmQJMDt0eGOUAtnNStItakwqUYz7BP1bjib2/DJjwB8z6F7jEm5tc7ZnL+tuDUd1zzwT3QLE5wxq0avMVWRAsrgFFmCyyNi0qeptQ2pIzVsP1pWH7GBOtC85urBvbR0ISDLRt8rTdd9//aSJaBHtg2XTxvs2088NNkmak8MYFHCeuWV1SgtLY71MMLyBk+WLVsa45GE16dPLhYuvPqU99MW+2gv3mN/9933xngkRESUqCLl83SeorLo3ttaHFJ2JoSxPTiAVVvvCrsPSWpd6ZosAWaTAkiA261HDESZVRmpNhOsZhUOlwf1dg8cLmfLn5CaVF7jQFVQ4Oa5dbt9WVMuz8kTrcgShNB95XvfH67BrqLKZgVbmnu/prSmIXWkhu0eTUe9wxW2gTrQvObqwf27hBBItZqQkWaB3emBzaIAkGB3eiIGp+KhyTZRe2IAixJWaWkxig7tQ4+0+HuZpzR+dHUcOxTjkYQ6Vtd0ajYRERFRpKBRuO0n6t1h79uS4JWqSLCYFOgCcLk1OFzhn19VJKRaTbBZVbg9OuxOD6rrnC0OlMXLCoKtDfKdquwMa7MXHPCWh/oHZ+rsbpxoCH/eZUlAFxI0v8buqzbs82UlWUwynO7woV7/+3W0SE3iXW4NWlBc1L+BenOaq7c2K4womcTflT1RG+qRpuKas/lLvyVe2FkZ6yEQERFRJxApwBOuxVdr4y9mkwyTKkMIwOHSUO8I/0WbIgMpVhNSrCYIIdDg8OB4lT1kBcHmkACjXEucwsDbUCyCV0D48xiJLuBX7obGVfkiZ7oJyCGN3atqHXj67V2wWVVfYCuYLIXPXvLXnH5TrRUcZOqelYLp4/ti/bZiHCytithAvbnN1ZlBRRQdA1hERERERNRiXTMsqKgJDVJ0zbCEbFNlCZ4wwaRwfX3MJgWmxr5JdqcGlzt80Mq7gmCKzQRZMkqrKmoczW7GHolAaMZMMipvZvaVl64b51OCEZxpbvaW7/GNQcoGpweyFD48KklGM/Pg7CWvcKsEhus3dSr8g0w5OekoKzsBIHoDdTZXJ2obDGAREREREVGLLZ5+Jp58ayecbh1CGAEli0nG4ulnhtw3I90cNtil60Y/JItZgarI0DSj5C9SeaAEwGZVkWJVoSoyHE4NtXWuVjVjTxatKYVs7YqRQgeyMozgzL7iqoj3G3R6RkjGEoDGRu/C93cwRTZmEy57CTBWCayqdfjGrulGZldbNIkPl9k1NScdQNPlfywNJGobDGAREREREVGLDe/XFTdferbvwtzbZHrVhn0hF/jBBWkmVYbVrEBVJDjdRtAqWqmczaLCZlFhMSlwujXUNbgjBrmaoyP7W8kyoMpGs3Jj5b2OS++SYPSyakk2lapIxrloRe2iAHB+Xi8M79cVimxkSwVTZCmkl5R3u974nLoQIY83Gr+LqNlLR8vqQgJvujBWCTwVkTK70lIs6Nc9FUD08j+WBhK1DQawiIiIiIjolLjcGmrqXNB1HboAKmocOFBShdUb9sJqMaGmzgWLWYHVpECWJThcHtTZ3VFjJBaTAptVhc2swuXR0ODwoOqE45R7QpkUGe4OrBHUdcCt640BM9Hq7KbWyM6wwNVEdlpwMM+jtX5wEoDNO44it0cX9OyWisPH60Lu07NbakjGkt3hgcvtgSzJUGRAliToQkeKxci082g6FEVC75y0qNlL3rF75+T9+1TLStdvKw67kuCaTQdx14JzT2nfbak9+38RxQMGsChh1dRUo6rOw6bkLXSszoOsmupYD4OIiIjinH9WiizLoUECSUKDU4OmAxmpZtQ73Kitd0XNfFIVCSlWE2wWFXpjM/ba+oZWNWNvS6oiw2ZRcP2cYfjLa9+0OAAlYPTrslkVVNVGbm7eGt7MpOAxqTIgIMHRRACrNUc20nNK8skm65dPG4Tn1u0OWIkwPcWEy6cNAhCYlfT+9iK8ubnA1xDNm3k1N78vZo7v1+xx6UIPmJMI2t5aZdX28CsJVjWc0n7bUkf0/yKKNQaw2skrr6xGaWlxrIcRVkmJMa5ly5bGeCTh9emTi4ULr471MIiIiIgoisCsFCNU4A30WEwKdCFQb3ejKsLKgQBgMytwenTYLCpSLCpkue2asUfSmuwrsyrjwrF9MLxfV1jNKhqckecUidPtgVvT2zz7KtVqQpc0E45V2CEaS+90ISCE0Ssq2mqAXqoiQ5YBl7t5xybVasJPx56OtzYXGJlOkvHH25C/rNqO4f264vo5w5qVEfT5nh8hSYFVixKAd7cWYfOOo83OJpIlGUDoHIztrWccxzArCWalnNJ+21KkLLG26P9FFC8YwGonpaXF2H/wEBRrZqyHEkLXFADAodLyGI8klOZou8yfjIxMWOzluOZs/sJuiRd2VsKaEX+vWyIybN36CT77bEub7Ks9vtCYNGkKJk48r832R0Txy5uVYjErSLeZIMsSXG4N9Q5PQNZNOJIEWM0qMtNNgJBhd3lQWx+/zdidbo+vNE5RpFb10NL05mUCBa/M6NUtw4pKvwblgNFsvVdOqtFTqjH7xuURvpXuhvXPitpMXW48D9Pz+2J3YRUOlFQ1GWDzPufM8f2wu7DK14zdG3xSZPiarDe395MRfAvcJmAE1CpqHM3OJlIVKcL2UwtgBffs8h7fy6YNPqX9tqWIWWIRVmwk6owYwGpHijUTKbkXxHoYnUpD8cZYD4GIKGlkZGTEeghE1ElJEjCgVxeYVRn1Djdq6l1wN6M5ucWsIMWiwmpW4XRrqD7hhr0V2UwdzT+bJSPNjDq7u1W1d83p39WrWyoOHw9sOm6zKJiS1wubdxwNCaJ4M5OCV7rL7mLG2k+Loj6XLk4G587P64WyoMbq4QJ1ugCG9c8CEDmw422y3lY9mTTd6Ku2Ys1ODDo9I+J+euWkoS4oCOcNuJ2KSKsMjhnWA2VlJ05p301p7jGMmCUWYcVGos6IASwiIqJOZOLE85jhREQx49F1OFwa9hZWoq7BjWOVDU0GZcyqbDRjt6jQNIEGhxs1dc4Oa2TuL7hMrTm8GVHebBYJrVqgr9nSbGYocn1AIMLl1rC7sCpsEMUbzPDPdtpVVInH39jZrDJMb3AueP/VJ5xhVxEEgC07jmLm+H4BgZ3yaju6+Y2pJT2ZemSnhG34ripSQFN5IQQOllZF3M+M/NyAIFxwQO1UxGIlwZYcw6aCiUSJgAEsIiIiIiIKSwijZ5Td5cGeokp8e7AcuwsrUR+mr5UqSxg//DQMPj0T724tgMsD2CwqRGMz9rIqe8SASEdpTeBJ143AFwDUNbjh8rRvmWO0UjBv0MIbZFq/zSgFDw5mrN9W3KyMuHD79wafHn9jZ8TzVVHj8P3b+5icnPSAbKSW9GQK1/BdQuiKiIosweUREfcTKVOqs/aAaskxDDf3Yf2zsH5bMVZt2NfpjwURwAAWERERERE1kiRjBTi3pqPB4cG+okp8e6gCu4tCg1bdMqyos7vhdGlGmZkEFBytxcgh3fHg9ROw5dvDeHtzARzNbAwez7yBr1Pt0aXIUpNBvGilYM3NyCmrtrco20yWAkvN1m8rjvrg5uy2JT2Zghu+SwDK/YJkXh7fKoWRezvFIlOqvbS0r1VwFh5XJaREc2rd7IiIiIgoqe3cuROTJk3y/VxTU4NbbrkFo0aNwvnnn481a9b4bnO5XPjd736HsWPHYsKECXjqqad8twkh8Oijj2L8+PEYM2YMHnzwQWjayWDBiy++iMmTJ2PkyJG488470dBwcvn69957DxdccAHy8vKwZMkSlJfH30I18UySAK0xy6q82oFtu47h/97bi3uf/xzPvbcX/9l33Be86tM9DdPH98VdV+ShS6oZmqYhPcWEnEwremanwuXW8PHXR2BWZfx0VF/0750JkyLBrMq+LCbAyK5RZSNwEm+kxj9trbl9xGfk5yLFaoKqyFBkCaoiI8Vqwoz83KgZOf5a0/fI29cKMAIkbi1ymMpsanoyOZm2kDlH68k0vF9X/PqKPPzppgnolmnzvW78eZvbJ0tvp5YeQ3/Nfa0QdSbMwKKEdqzOgxd2VsZ6GCHqXMY7SZo5/mLIx+o86BfrQRARUdwTQuDNN9/EI488AkVRfNvvvfdepKSk4N///jf279+P66+/HiNGjMDQoUPx2GOP4ejRo9i4cSMqKipw7bXXYsiQIZg2bRr+/ve/Y/PmzVi3bh0kScKSJUvwyiuv4KqrrsLHH3+MlStXYvXq1ejWrRvuuOMOrFixAr/5zW+wb98+3Hffffi///s/DBkyBEuXLsUf/vAHPP744zE8OvFPAHB7dLg9GurtLuwvrcF3BZXYU1iJhqCm6n26p2HEgGwMH9AVmWkWAEbQy+nWkJOVCodLQ53dg7JqBxRZgtNd63tsWVVDYyDECIaoigRJkqBpOgb1ycKw/ll4c3NBR027WdqyyFGWJeiNGVe6DkCKvnf/wNDJ/lUCgPF/rPjYiWZl5MzIz8X3R2qaLCNUZAmKLEEIgd2FVZg5vh+Ak1lgAuFXRJw9sV/U/XrH0NqeTCcDaAKqIkEI+DLXkqm306keQ65KSIkmJgGsnTt34uabb8Znn30GwPim7ne/+x22b9+O9PR03HLLLbjssssAGN/U3X///fjoo4+gqiquuuoq3HTTTQCMD07Lly/HmjVroGka5s6di9/+9re+D1EvvvgiVq5cifr6ekybNg0PPPAAUlJSABjf1D322GOorKzE2LFj8b//+7/o1q1bDI4GtZc+feL3Te1449L13XrE3xj7Ib6PHRERxYenn34aGzZswI033ojnnnsOAFBfX4+PPvoI//znP2GxWHD22Wdj1qxZWLNmDe69916sW7cOf/7zn5Geno709HQsWrQIr7/+OqZNm4a1a9di8eLF6N69OwBgyZIleOKJJ3DVVVdh7dq1mD9/Pvr37w8AuO222/Dzn/8cd911F959911ccMEFOOeccwAAd955JyZOnIiKigpkZ2fH5uDEIW9poMejw+HWYLe7sf9wDb4rqMCeoqqQlQD7npaG4f1Dg1aqIsFqMcGqynA4NVSdcAQ0Y9d0AU0TvpXTqutcUBUZgIBHM/4ossAZfbPw6yvyABgNwcOViwEnG6i3BbNJhkfTm9xfaxq9R2IxyXC5dWi6MAJjIvr+u2elYP22YjQ43AHbGxxurN6wL+yKjRLCZ+RkpJpQXuOMOj5NF77AkH9gwz9wEvBcEjBh+Gm+QFc0p9KPyr+M0qMZQSxVkSEBGBhlFcJE01bH0CtZMtcocXVoAIvf1FFHWrjw6lgPIaJly5YCAO6++94Yj4SIiKh15s2bhxtvvBH/+c9/fNuKi4uhqir69Onj29a/f398+OGHqKmpQXl5OQYNGhRw29///ncAQEFBQchthw4dghACBQUF+OlPfxpw24kTJ/Djjz+ioKAAeXl5vtuysrKQnp6OgoKCpA9gSZKRxePy6HC6NDQ4PThYWo1dBZXYU1wJuzOwn1PuaekYPqArhvfvigxv0ApGlo7VqsJiUmBSThbYuT1axJUEQxpySydL6IIzSKbk9QqbhZWdYUFlbfQATHOpigyLScGYoTnYvvt42D5UsgSk2kzISDOjps4Fu1ODLnRIONm3ylvy2Jxe9DaLgtweXfD94WooqgxNF1BkCR5ND5vlJcsAICJmzlRECPIJIOB4nux95IQiIySLSlXkkNUJgwMb3sDJ65sO4WhZHWRZhhDGY/aV1GBXUWWzgiit7UcVnHkkhEBmuiUp+ze11TFMpsw1SlwdGsDiN3VEREREicH7+ctfQ0MDrFZrwDar1QqHwwG73cjusNlsIbcBgN1uD3iszWaDrutwuVxhb/M+Jvg27+3e52uu7Oy0Ft3/VOXkpLfLfnVdwOXW4HRpcLg8cAmBPaU1+HrfcXx7oCygPNCbzTJy6GnIG5KDrPSTx1GSAIuqwmZVYDWrkMM0q+rdPR11xZUBwRy5MdMruAxRCGOnZ/TNwmXTBmPMsB6+2/YUVcPkLS1sDPIIIZBiNaGiiQyipiiy5AvkNTh0VJ5wo1dOKn4ob4AQRomaJEnQdcBqVnD7gpG+sX2x+xjWbDqIw8dPQNMEVFVG75w0nDO4G97fWgi7U4MQImwwDDBKLIt+qIEujB5jACLe1yiTE3A4NXTPSgmbOeP/s4TAUsepY04GJTa8+k3I402KBJOqIMWqwmZVUX3CiQaHOyCwcfkFZwS8LqfmpGPD9hLfMdSEUW5YW+fEhu0lAc/p1Vav66k56UhLsWDNpoMoq2pATlZKyOsmXrTX/+VT1Z7HMF7n3N6Scd7xNucODWAl0zd1NTXV0BzVaCje2Cb7Sxaaoxo1NWzNRkRE1BnZbDZfQMrL4XAgJSXFF2RyOBxIS0sLuA0wgllO58lghd1uh6qqsFgsYW8DgNTU1IAgmP/t3v02V0VFna9XUUcoKzvRJvvxlQZqOhwuDS6XBqdHw8FSozxwb3EVHK6TmVYSgNwe6Rg+IBvD+3dFl1QzAEC4NVRXNcCsyo3ZVjJ0txv1bjc+bywHDC5hmj6+L45XNYRkeFTVOgKez3tUNV1ACIG6BmfA/I8H9cnyBnmOHK87tWMDQEDAuxaAphvPBSAoA8l4PptVRV2DE3et+KTJcq1e2Sm+Y2KzKDhyvD4kq0oIwOnWIURowCmYUVoJdMu0RTyuJxpccDWu6Oi/rxSLGnI8gzO43JqAzSLjjzdNAABfiaf/PPt1T8XHXxQHbA8XgFNkCYePnwh5DefkpLfZ6xoA6hqcEMIovQz3uokHbT3nttaveyruWnBuwLZTHW+8z7m9JOO8YzVnWZYifqnUoZGCZPqmTmnuMiMUQlHkuIv0tjWTySihTfR5xjOeg9jjOSBKPLm5ufB4PDh69Ch69eoFACgsLMSgQYOQmZmJ7OxsFBYW+vqOFhYWYuDAgQCAgQMHorCw0JchX1hYiAEDBvhuKyg4WWJWWFiI9PR0dO/e3fc4r8rKStTU1Pj2m4iCSwO9fx86UoNdjT2tnO6goFXPdIzon41hA7qiS4o5YF+qIsNmVWFRFV/DbK9dRZUB5YAVNQ4cKavD9XOGRezPs2LNTuhaaKAFAA6UVKGs2h5QChauVw8Ao2wtQrldcwgAIkL/n3AZTjaL2lh6Z9xWVevAocM1sFkU9M5JCwhmBZd1Xf/Hj0Oyq/yPY7g5KLIU8BhZlnG0rA7rtxXj/Lxe2F1YFXBci4/V4u0tBSEZb9Pz+wbsNyfThqpaR0iZo93l8ZX+hStLO1l66PCtWBd8ToCTfc7aU7ixrAp63bS3cEG+ZCtfJIo3MU91SdRv6tLSukCxupCSe0GL9pnsGoo3Ii2tS8JHt92NHyoTfZ7xjOcg9ngOqC1E+5aOOl5aWhouuOACPProo3jwwQdx8OBBvPfee3j22WcBAHPmzMHjjz+OFStWoLq6Gi+//DLuuusu320rV67E+PHjoaoqnnnmGcydO9d323333YeLLroIPXv2xIoVKzB79mzIsoxZs2Zh0aJFmDdvHkaMGIHly5fjvPPOQ1ZWVsyOQ3sQaAxauTU4XBo0TcDp1nDwsNHTam9xUNBKAvr16IIRA7rirP6hQStFlmCzNPa1UmVfsCW4ufjrmw4F9LICgBMNbry+6RCGXzs2bCCkR7YNh4/XR5xHVa0TT7+9CzdeMhzD+3UN26tHCECI1gevlMbm797Hq4oMm0Xx9f9ZVW0PCPJIkgyH043qE05f0EYXgK7pcLiAg6VVbRpAkSTjj1mV4WpcKVDTdNQ26KgvDQ3yAfD9e8O2EjhcHljNKqbn9w1pqD4jPxeHDtf4gojG8TA6x6/fVhxx/Ou3FQcErcIFr7zUdv6yPtxYqk84oo6/LcVDAI2IQsU8gMVv6oiIiIgSx9KlS3HfffdhypQpSElJwV133eX7rParX/0KDz30EKZPnw5JknD11Vdj+vTpAICFCxeivLwc8+fPh9vtxuzZs3HNNdcAAKZNm4bDhw9jyZIlqK2txZQpU/DrX/8aAHDmmWdi6dKluOeee1BWVobRo0fj4Ycfjs3k25iAgNutw+nR4XR6oAkBl1vHwcPV+K6gAvuKq0OCVv17dsHwAV0xrF9XpPsFrQAj4OsftPJ2tYq24t6xioaw23+MsB0ALp82GI+99k3Y/QphzKvB6cGqDft8AYHgTK46uws/lIcPgjWHLAHCb7U/o2TQyPwd3q8rzs/rhXWfFQGagKIYd6ysdYZtzq5pOnRhZJ/5B978qYoUsb9VJN4VGU2q7HsOIHqwZub4fk2uADi8X1fYLAocLqMnmiJL0IWAWxO+lQZ3FVXi9U0HcazC+LlHdgpq65xhg1bBqybKEtArJ7VFc22pSI3s/VdKbE+xDqARUXgxD2DxmzoiIiKizmvcuHH4/PPPfT9nZmbir3/9a9j7Wq1WPPDAA3jggQdCblMUBbfffjtuv/32sI+9+uqrcfXV4VcYnjFjBmbMmNGK0ccXozRQwK3pcDg9cHl06LqA26PjQGlj0KqkytcHyfuYAb26YHj/bAzr3xVpNlPAPmVJgtlklAiaVRkSQpuxt7Xh/bqid04aDjfRw6qixhExk8ubARNp5b2meLTQsr0Gh9sXgNhdWAVdN4JGuse4p6rIAVlLXv5xKYdLCwi8eZlNCtwePaS8T5KM5uz+2yUANrPRTD0n04ajZXWobQh83lMN1vTOScPB0ipoulHyZ1KM10pFjQM3PboFuq5BEydXJzx8vA6KLEGWEDIHRZGh63qHrmQXrqw0eKXE9hTrABp1fixBbR8xD2AB/KaOiIiIiJKXt5+Vw6XB49GhCwGXR8OBUqOnVXDQSpaAAb0yMKx/17BBK0kCTKoCq0UJ29eqJXpk23C0vN4X6AAAWQZOyw4MJARfrI07qzvsTg9q64yspkjZSUfL6nx9mfx5s7KWv/pNq8Yd7tn8AxDhAhRC6CHZRsFURQqbidM7Jw3fH66GGrSS4mnZKbA7tZCG7P4BsD/+YwfqG4NNXqcarPEvy5QA+CXqBWTt+dN0AVWRIYnAYFW4flztfSEerqy0IwJnXrEOoFHnxhLU9hOTABa/qSMiIiKiZCNJgMWkwGpW4XLrcHo0OF2extX5AJdHw/6SauwqqMD+kmpfbyTgZNDK29Mq1RoUtAKgKM3ra9USl08bjOfW7YbdqUEIAUmSYLMouHzaYN99wl2slVXbcX5eL+wpqsbh4ydQb/dADzMQWZYjlmUN79c1pNH5qbJZjMufcAEKIbz9wWRfdpY/CYAuRNhMnBn5uVi1we63T4HMdKvvOEXLxGiPYI1/Web+4qpmP85oWJ8RMtamyhbbWqQFAjrq4j/WATTq3FiC2n7iIgOLiIiIiCgRKbIEq1mB1aLCrCpweTQ4nB5UnjBK41xuDftKqrGr0AhauYOCVgN7Z2D4gGyc1S8rJGgFGH2trGYjKNbcvlYtMbxfV1w/Z1jUQEKki7XdhVX40y/PQ1nZCewqqsRfXvsmIChkZCnpUcuyenZLbbIUsblkGfDmZoULUEiSDAlGCaeqGLV0AaV/qpRU9wAAIABJREFUknfcoZk4/gGX8mo7ugUdp2gXrW0VrAlXsvTrK/Jw3bJNzX499M5Jw6+vyGvR87aXcAsEdORzxzKARp0bS1DbDwNY7UhzVKOheGOshxFC9xgfmGTVGuORhNIc1QC6xXoYRERERKcsJ8sGRZbgcGmot7tR6Xb4Agk7v6/AdwUVOFBSDbfmH7SSMOh0o6fVWf2ykBIhaGVpLBE0m9q/r1VTgYTmXKwN79cVvXJScazCDiFONhYXInpZ1uXTBuG5dbsDVkJUZAkCIqCsMZgEI1QlScYxNTK5dNidmm88wQGKI2V1vueRJQmeoKiPLgAZEjLTLWEzcbzHKScnvcUr7J5qsCZayZLVrKLB6WlyH+kpJmYY+YllAI06N5agth8GsNpJnz7x+8u/pKQYANC3TzwGirrF9bEjSnZbt36Czz7b0ib78v4uWrZsaZvsDwAmTZqCiRPPa7P9ERG1hLFqoPCVBtaccAaUAfp7deNB37+NoJVRHnhmblekWEM/osuSBJMqG32tTEpj9lK7TaVFmnuxdvm0wb4gi8sjAsqyIjU8DpcBNqx/FjbvOBq1wbuiyPBoOoQANCEa+1IFjik4QPHHf+wIaHwejgTEZR+baCVL0/P74u0tBSHZZGk2FQ6n8YDTslNw+bRBcTcvos6IJajthwGsdrJwYfjeW/HAe7F49933xngkRJTMMjIyYj0EIqJT4r9qoNOpwenRoPtFCTwRgleAkUU0qHcGhg/oirP6dfX1Zgrev6pIsFpMsKoy1Dbqa9XWwl2spVhNqLO7cc0D/wwopwtXlgUgasPjcJkwuT264LFXvwnbrB0wms/X1LnQ4HBHvYD0D5zZLCpSrCY0ONyQw/TeUmRg4OkZcRnkiZYFN3N8Ho5V1GPbruPQhYAsScgf3h3/PXNYbAZLlOBYgtp+GMAiIqJmmzjxPGY4EVHS8+g6XO7AVQO9nC4Ne0uqsKugAsJbxxYkt0carr5oaNigFQCosgSLRYXVrMCkSEBjiWA8Ba38BV+s2SwKaupc+KG8DpoOVDUGpCKtZvfHf+xoccPj4f26+rKsgpkUGQ9cO67JZeyDy+68gbee3VJRU+eCEPA1c4/3DIpoWXC7iiqxr6QGkiQAAUiSwL6SmrCrPxJR22AJavtgAIuIiIiIqAkujw6nW4PT7YGmiYBgksPlwb7ianxXUIGDh6vh0aJHmhRZDgleybIEi0mBzazApCq+huGdhf/F2h//sQM/lNcHBKRq65xY+2kRhNBDsqxa2/C4R3ZK2Abvp2WnhIwpnHBldw0ON3rnpOGBa8fh/e1F2LCtBA6XBxaTivPzesXtBWm0kiWuiEZEiYIBLCIiIiIiP5Jk9EByeXS4XBocbg1CFwHJVA6XB3uLqvBdQSUOHq4OKDdTFQmDT89E8bFaNDQ2DfftG0BlrcP3PObGZuwWkwK5s0WtIggXkIIkBZRU+gdR/LOHVEUyGqhrAnaHJ2qWULgG7+kpJlw+bVDrxwng+8M1uG3Fp7A7NV8GltPtweYdR5Hbo0tcBn2ilSyt2rCPK6IRUUJgAIuIiIiICMIoDfQY/azcmh7QzwoA7E4P9hYb5YEHD9eEBK3O6JOJ4QOyMbRvJqxmFX965auQAJaiyOiSYkZ6qhlWkwxVkeO2NLC1cjJtqK1zQpKkxubpUsBKi17eIMri6UOxqtqO2jondAG4Gu/rcHmwasO+iE3TwzV4b0mfmeCyO1UxVkZ0azrgQkB5YmfIWoqUccYV0YgoUTCARRQDDocdJSXFKC0t5qqLREREcaC6zgW70xMSTPIGrb4rqMChCEGrEQOyMbRvFixmJeCxdQ4PAKM8MMWiwmZVIUsS6hwupDaWECZa8AoAhvXPwoGSKl9vMO8xC24J5g2ieLOHnn57FxqcHt/tumheL6zWBpSCy+4AyRe0DA5eGvOI76ylSD2/uCIaESUKBrCIYuDo0SMQQuDJJ/+Khx9eHuvhEBERJT1NP9nXyu70YE9RJb4rqMT3R0KDVkP6ZGH4gK5hg1b+VEVBl1QVJlWGw6mh5oQTrigrEyaK3YVVIdtkGZAl2dcDKziIMrxfV9isakAAC2jfoFFw2V1Nnct3mxJhFcJ4zVoKbkgfvJIjV0QjokTAABZRM23d+gk++2zLKe/H4bDD7TZ6Nfz44zH84Q/3wGq1nvJ+J02awtXhiIiIWsnu9ODr/WXYVViBQ4drA1YWNCkyhvTNxPABXTGkbxYspshBK0kCTKoCm0WBzaKiweGBPSgok+jKqu0ITmDSdSA1RUHvnIyIQZRYlLoFN58/WFoFTQd0IQKCWPGetdRUo3auiEZEiYABLKIOdvTokaCfD2PAgOY1GyUiIqL28cRb3+FYRYPvZ5NqBK1GDMjGkD6ZMEcLWgFQFAk2iwqLWYGpsa+Vt1l7sokUiOqdk4ZfX5EX8XGxLnXzf36PJmBSJMiqDJtZRa+c1LjOWmrtSo5ERJ0JA1hEzTRx4nltkuF07bULA352u924++57T3m/RERE1Hq6LmBSZQztazRibypoBRi9raxmBVazUSboXUMwEftatURrA1GxLnWL9fOfCjZqJ6JkwAAWUQeTJAnC75OtlCBLZneEtirjBICSkmIAwLJlS9tkfwDLOImIOrOfTR6AXt1SYFabCFpJEsyqDKtVhcUkQ0LL38cT/Z3fPxBUXm1HtxYEgmJd6hbr52+tWGevERF1BAawiDrYqFFj8eWXn/t+Hj16bAxHk7wyMjJiPQQiIoojQ/pmwunSwt4mSYCqyLBZVVhUBaoiNSvLKsUS2pQcAGyWxP8I7g0E5eSko6zsRKyHk/A6c/YYEVFzJf67J1GcWbjw6oAA1sKFi2M4ms6lrco4iYiImiLBWInOalVhNRlBK2/uVHNLBKfn98VbWwoC7i9JxnaKbFdRJQMxrdBZs8eIiJpLjvUAiJJNZmYWRo8eBwAYM2YcMjIyYzwiIiIi8pJlCSlWFVnpVmRn2pBmNUFVZLSm8C+3RxeoQZ+2VdnYTuHtKqrEqg37cLC0ChU1DhwsrcKqDfuwq6gy1kMjIqIYYwYWUQzMmjUXu3fvxKxZP4v1UIiIiAiAWZVhs6gwqzLkNupP+fqmg/AErQzn0Y3tw68d1ybPkWjWbysOaEau6UD1CQfWbytucXYRM7mIiBILM7CIYmDLlk1wOBzYvHljrIdCREREALqkmmE1KW0WvAKAH8obQsoNhTC2U3hl1faAlfQAI4hVVm1v0X6YyUVElHgYwCLqYNXVVfj0080QQuDTT7egpqY61kMiIiJKes3ta9USuh5+p5G2E5CTaYMSdIWiyMb2loiWyUVERJ0TA1hEHezdd9+Gx2OscuTxeLBu3VsxHhERERG1B1kOn80VaTsBM/JzkZlu9QWxFBnITLdiRn5ui/bTVplcREQUPxjAIupg//73ZwC837yKxp+JiIgo0fTsloLgikRJMrZTeMP7dcXi6UMxuE8WsjOsGNwnC4unD21x76q2yuQiIqL4wSbuncTWrZ/gs8+2tMm+SkqM1Olly5a2yf4AYNKkKZg48bw2218iy87OxtGjRwJ+JiIiosRz+bTBeG7dbtidGoQQkCQJNouCy6cNjvXQ4trwfl1Pudn6jPxcrKq2+8oIW5vJRURE8YMBrCSUkZER6yEktYqKiqg/ExERUWIY3q8rrp8zDOu3FaO82o5uXAmvw3gzubgKIRFR4mAAq5OYOPE8ZjgliAkTJmHz5o2+b2InTJgU6yERERFRO/FmE+XkpKOs7ESsh5NU2iKTi4iI4gd7YBF1sNmzL4GiGLFjVVUxZ86lMR4RERERERERUXxjAIuog2VmZmHy5CmQJAmTJk1BRkZmrIdEREREREREFNdYQkgUA7NnX4IjRw4z+4qIiIiIiIioGRjAIoqBzMws/OY3v4/1MIiIiIiIiIg6BZYQEhERERERERFRXGMAi4iIiIiIiIiI4hoDWERERETU6e3Zswfz58/Hueeei7lz5+Kbb76J9ZCIiIioDTGARURERESdmtPpxI033ohLL70UX3zxBa666irceuutcLlcsR4aERERtREGsIiIiIioU9u+fTtkWcbChQthMpkwf/58ZGVl4eOPP4710IiIiKiNMIBFRERERJ1aYWEhBg4cGLCtf//+OHjwYIxGRERERG0taQNY7JNARERElBgaGhpgs9kCtlmtVjgcjhiNiIiIiNqaGusBxIK3T8KNN96Iyy67DGvXrsWtt96KTZs2wWw2x3p4RERERNQCNpstJFjlcDiQkpLS7H1kZ6e19bBC5OSkt/tzxKNknHcyzhlIznlzzskjGecdb3NOygCWf58EAJg/fz5WrVqFjz/+GBdddFGMR0dERERELTFgwAC8/PLLAdsKCwsxa9asZu+joqIOui7aemg+OTnpKCs70W77j1fJOO9knDOQnPPmnJNHMs47VnOWZSnil0pJGcCK1iehJQEsWZbaemhERETUAnwvJgDIz8+Hy+XCSy+9hAULFmDt2rUoLy/HpEmTmr2PjngtJevrNRnnnYxzBpJz3pxz8kjGecdiztGeMykDWG3VJyErK7Uth0VERERErWA2m/Hcc8/h/vvvx/Lly5Gbm4unnnqqRSWEHfG5riPKFONRMs47GecMJOe8OefkkYzzjrc5J2UAqy36JBARERFR/Bg6dCheffXVWA+DiIiI2klSrkI4YMAAFBYWBmwrLCzEoEGDYjQiIiIiIiIiIiKKJCkDWP59EtxuN954440W90kgIiIiIiIiIqKOIQkh2m+5lTi2b98+3H///di/fz9yc3Nx//3349xzz431sIiIiIiIiIiIKEjSBrCIiIiIiIiIiKhzSMoSQiIiIiIiIiIi6jwYwCIiIiIiIiIiorjGABYREREREREREcU1BrCIiIiIiIiIiCiuMYCVZPbs2YP58+fj3HPPxdy5c/HNN9/EekhJa+fOnZg0aVKsh5GUvvzyS1x22WUYNWoUfvKTn+DVV1+N9ZCSzvr16zF9+nTk5eVh5syZ+Oijj2I9pKRVXl6O/Px8fPzxx7EeClFCStTPXpHeS2tqanDLLbdg1KhROP/887FmzRrfY1wuF373u99h7NixmDBhAp566qlYDf+UBf/uPHz4MBYvXoy8vDxcdNFFAb9Tox2TzuDYsWNYsmQJRo4cifPOOw+rV68GkPjn+uuvv8all16KkSNH4qKLLsK7774LIDHnHXxd0to5CiHw6KOPYvz48RgzZgwefPBBaJrWoXNpieB5Hzt2DDfffDPGjRuHiRMnYunSpXC5XACantuLL76IyZMnY+TIkbjzzjvR0NDQ4fNpjkjXoLqu46qrrsKyZct82+LyXAtKGg6HQ0yePFn8/e9/Fy6XS6xZs0ZMnDhROJ3OWA8tqei6LtasWSNGjRolxo4dG+vhJJ3q6moxZswYsXbtWqFpmti1a5cYM2aM2Lp1a6yHljQKCgrEOeecI7766ishhBBbt24Vw4YNExUVFTEeWXK64YYbxNChQ8WmTZtiPRSihJOon72ivZf+4he/EHfeeadwOBzi22+/FWPHjhV79+4VQgjxyCOPiMWLF4va2lpRWFgopk6dKjZu3Bjj2bRO8O/OSy+9VPz5z38WLpdLbN68WeTl5fne16Idk3in67q45JJLxCOPPCJcLpc4cOCAGDNmjPjqq68S+lx7PB4xfvx4sWHDBiGEEF988YU466yzRGlpaULNO9J1SWvn+NJLL4lZs2aJH3/8URw/flxccsklYvXq1TGZWzSR5r1o0SLxhz/8QTgcDnH8+HFx2WWXieXLlwshos9t06ZNYtKkSaKgoEDU1taK6667Tjz88MMxmVskTV2DPvfcc2Lo0KHikUce8W2Lx3PNDKwksn37dsiyjIULF8JkMmH+/PnIysrit+4d7Omnn8bq1atx4403xnooSeno0aOYMmUK5syZA1mWMWzYMIwbNw5ff/11rIeWNPr374+tW7di5MiRqK+vx/Hjx5Gamgqz2RzroSWdf/zjH7DZbOjZs2esh0KUkBL1s1e099KPPvoIv/zlL2GxWHD22Wdj1qxZvuyNdevWYcmSJUhPT0e/fv2waNEivP766zGeTcsF/+78/vvvceDAAdxyyy0wmUyYMmUKxo4di3feeQf19fVRj0m8+/bbb3H8+HHceeedMJlMGDx4MF599VWcdtppCX2ua2trUVlZCU3TIISAJEkwmUxQFCWh5h3uuqSp12y0Oa5duxaLFy9G9+7dkZOTgyVLlsTl/MPN2+VywWaz4aabboLFYkFOTg5mz56NHTt2AIg+t7Vr12L+/Pno378/0tPTcdttt+GNN96Iq+yzaNeg+/btw1tvvYWf/vSnAdvj8VwzgJVECgsLMXDgwIBt/fv3x8GDB2M0ouQ0b948rF27FiNGjIj1UJLSmWeeiT/96U++n2tqavDll19i6NChMRxV8klNTUVpaSlGjx6N3/zmN7j99tuRlpYW62EllaKiIrzwwgu4//77Yz0UooSVqJ+9Ir2XAoCqqujTp4/vNu98a2pqUF5ejkGDBoXc1pmE+91ZUFCA3r17w2q1+rZ551ZcXBzxmHQGu3fvxuDBg/GnP/0JEydOxEUXXYRvv/0WNTU1CX2us7KysHDhQtxxxx0YNmwYrrzyStx7772oqqpKqHmHuy6J9pptao4FBQUhtx06dAhCiA6YTfOFm7fZbMazzz6LnJwc37aPP/7Yd40QbW7hbjtx4gR+/PHHDphN80S6BnW5XLj77rvxwAMPICUlxbc9Xs81A1hJpKGhATabLWCb1WqFw+GI0YiSU/fu3SFJUqyHQQBOnDiBG2+8EcOGDcO0adNiPZyk07NnT+zcuRMvvPACli1bhm3btsV6SEnD4/Hgrrvuwj333IPMzMxYD4coYSXDZy//99Jx48YFBHGAk/O12+0AEHA8OtuxiPS7M9p5bmhoiHhMOoOamhp8/vnnvszBhx9+GEuXLo06r0Q417quw2q14q9//Su++eYbPP3003jooYdQV1eXUPMOd11yKufWbrcHPNZms0HXdV8fqXjR1PWYEAIPPvggCgoKsGTJEgDR5xbuNu9j4kWkOT/66KOYNGkSRo8eHbA9Xs81A1hJxGazhfwCdTgcAZFWomRRWlqKBQsWICMjA0888QRkmb8OO5qqqjCZTMjPz8eFF16IjRs3xnpISePJJ5/EmWeeiSlTpsR6KEQJLdE/ewW/l6akpEScr/dCx//2znYsIv3ujHaeO/trwGw2IyMjA0uWLIHZbPY1NF+xYkVCn+sPP/wQO3fuxMUXXwyz2Yzzzz8f559/Ph5//PGEnjcQ/fXc1BytViucTqfvNrvdDlVVYbFYOmDkbcPhcOC2227Dp59+ipdeegnZ2dkAos8t3G2AUXEQz7Zt24bt27fjtttuC7ktXs81r9iSyIABA1BYWBiwrbCwMCD1jygZ7N69G5dffjkmTZqEJ598MuRbJmpfW7Zswc9//vOAbW63G+np6bEZUBJav3493n//fYwePRqjR4/G0aNHcccdd+DZZ5+N9dCIEkoif/YK916am5sLj8eDo0eP+u7nnW9mZiays7MDjke4Est4Ful3Z2FhIY4cORKQeeCdd7Rj0hn0798fdrsdHo/Ht03TNJx11lkJfa5/+OGHkEwSVVUxbNiwhJ43gFP6fzxw4MCQ2wYMGNBxgz9F1dXVWLRoEaqrq/Haa68FlFFGm9vAgQNRUFAQcFt6ejq6d+/ecYNvhfXr16OkpAQTJkzA6NGj8d577+Hll1/GkiVL4vZcM4CVRPLz8+FyufDSSy/B7XbjjTfeQHl5edhlNIkSVXl5Oa677jpcc801+O1vf8vMqxg466yzsGvXLrzzzjvQdR1btmzBli1bMGvWrFgPLWl88MEH+Oqrr/Dll1/iyy+/RK9evbB8+XLccMMNsR4aUUJJ1M9ekd5L09LScMEFF+DRRx+F3W7Hzp078d5772H27NkAgDlz5uDxxx9HdXU1ioqK8PLLL2Pu3LmxnEqLRPrduWTJEgwaNAh/+ctf4HK5sGXLFnz++ee4+OKLmzwm8W7ixIno0qULHn30UXg8Hnz99df417/+hYsvvjihz/WECROwd+9evPnmmxBC4D//+Q/+9a9/YebMmQk9b+DU/h/PmTMHK1euxLFjx1BeXo5nnnmm08xfCIFf/OIX6NatG1auXBnSYiHa3ObMmYPXXnsNBw8eRF1dHVasWIHZs2fH/XXG0qVLsWPHDt/vtFmzZmHRokV45plnAMTpuW73dQ4pruzdu1f813/9lzj33HPF3LlzxY4dO2I9pKS1ffv2sEuYUvt66qmnxBlnnCHOPffcgD/eJXKpY3zxxRfikksuEXl5eeKSSy4R27Zti/WQktrUqVN9S8ETUdtKxM9e0d5Lq6qqxC9/+UsxZswYMWXKFLFmzRrf4+x2u7j33nvF+PHjRX5+vnjqqadiOItT5/+78/Dhw+Laa68VI0eOFBdeeGHA79Rox6QzKCoqEtdee60YM2aMmDp1qnjjjTeEENHnlQjneuPGjWLOnDkiLy9PzJw5U3z44YdCiMScd/B1SWvn6PF4xPLly8XEiRPF2LFjxdKlS4XH4+nQubSE/7y/+uorccYZZ4gRI0YE/F5buHChEKLpua1atUpMnTpVjBo1Stxxxx2ioaEhJnNqSrRr0Lvvvls88sgjvp/j8VxLQsTZkgBERERERERERER+4junjYiIiIiIiIiIkh4DWEREREREREREFNcYwCIiIiIiIiIiorjGABYREREREREREcU1BrCIiIiIiIiIiCiuMYBFRERERERERERxTY31AIgo8em6jtdeew3vvPMOCgoK4HQ6kZubi5kzZ+Kaa66BxWKJ9RCbVFdXh+effx7//Oc/cfToUWRkZGDMmDG49dZb0b9//1gPj4iIiKjDJMJnOwDYuXMnLrvsMpx33nl47rnnYj0cImqCJIQQsR4EESUuj8eDJUuWYM+ePbjllluQn58Pi8WCHTt24C9/+Qv69OmDF154AZIkxXqoEZWXl2PhwoVISUnBrbfeiiFDhqC8vBxPPfUUvv32W7z88ssYPHhwrIdJRERE1O4S4bOd1x/+8Af8+9//RklJCT766CP07t071kMioigYwCKidvXss89ixYoVePPNNzFkyJCA20pKSjB9+nT87W9/w/nnnx+bATbDrbfeiv379+Ptt99GWlqab7vb7ca8efPQvXt3PP/88zEcIREREVHHSITPdgDgcrkwefJk/M///A+WL1+OBQsW4Fe/+lWsh0VEUbAHFhG1GyEEXnnlFfzsZz8L+YADAH379sX69esxZcoUAMA//vEPzJo1CyNGjEBeXh6uvfZaFBcXAwAOHz6MIUOG4Omnn0Z+fj6mT58Ol8uFzz//HIsWLUJeXh6GDx+OuXPn4pNPPvE9R319Pe655x6MHTsWY8eOxbJly3DVVVfh8ccf993no48+wpw5czBixAhcfPHFWLlyJXRdBwCUlZVh06ZNWLx4cUDwCgBMJhMeffRR/L//9/982/75z39i3rx5OPvss3HOOedgwYIF2Llzp+/2IUOG4K9//SvOO+88nHfeeSgrK8Nbb72F6dOnY/jw4Zg6dSpWrFjhe34iIiKieJEIn+28Nm7ciOrqakycOBE/+clP8Oabb0LTNN/tkcb3ww8/4Je//CVGjhyJCRMm4Pbbb8ePP/7oe1x1dTV++9vfYtKkSRg2bBgmTZqEZcuW8bMdURtgAIuI2s3hw4fxww8/YPz48RHvk5ubC0mS8MEHH+Dhhx/GzTffjA8++ADPPPMMjhw5gmXLlgXc//3338fLL7+MP//5z6ioqMD111+PUaNGYd26dXjjjTfQs2dP3H333XC5XACA3/zmN/jyyy/xxBNPYNWqVdizZw+++OIL3/62bNmCO++8E1dffTXef/993HXXXVi9ejWefPJJAMDevXuhaRrOOeecsOMfPHgw+vXrB8Doo/CrX/0Kl156KdavX4+XXnoJAHDvvfcGPGbNmjV45pln8MQTT6CiogK///3vcfvtt+PDDz/E7373O6xcuRLr1q1r2cEmIiIiameJ8NnO6+2338bw4cPRu3dvTJ8+HcePH8fHH38cMh//8Xk8Hlx11VWwWCx49dVXsXLlSrjdbixevNg3vrvvvhvff/89nnrqKXzwwQe46aab8MILL2DTpk2tPu5EZGATdyJqN+Xl5QCArKysgO1z5sxBaWmp7+fZs2dj1qxZeOihhzBjxgwAQO/evTFz5syQQM6VV16JgQMHAjDS1G+77TZce+21vj4LP//5z7F48WJUVFTA4/Hgww8/xIsvvoixY8cCAB577DFMnTrVt7+nn34aV1xxBebPnw/A+Oawvr4e9957L26++WbU1tYCALp06dLkfE0mE+677z4sWLAAAHD66afjsssuC8jQAoBLLrkEZ555JgDgX//6FyRJQq9evXx/XnjhBfTo0aPJ5yMiIiLqSInw2U6WZZSVleGzzz7DHXfcAQAYP348srOz8frrr+MnP/lJxPGtWbMGdrsdjzzyCBRFAQAsX74c48aNw4cffohZs2Zh8uTJGDdunK8/6pVXXonnn38e+/fvD9k3EbUMA1hE1G4yMzMBADU1NQHbn376abjdbgDwfaM2duxYHDhwAE888QQKCgpQWFiIAwcO4LTTTgt4bJ8+fXz/7tu3L372s59h1apV2L9/P4qLi7F3714AgKZp2LNnDwDg3HPP9T2ma9euvowpwMiw+u677/Dqq6/6tum6DofDgSNHjvg+oAXPIZwzzzwT6enpeOaZZ3Do0CHfeIJTxv3nMHnyZJxzzjmYN28ecnNzMWnSJMyYMQO9evVq8vmIiIiIOlIifLbr06cP1q5dC03TcPHFFwMAFEXBhRdeiNdeew1Hjx4N+BzmP749e/agsrISo0dm1rl6AAAGGklEQVSPDpiD3W7H999/DwC44oorsHHjRqxZswZFRUXYv38/jh07xhJCojbAABYRtZu+ffuiW7du+PLLL33fvgEI+FBgtVoBAGvXrsU999yDOXPmYPTo0Vi0aBE++eSTkG/p/JdlPnjwIBYuXIhzzjkH+fn5mDFjBjweD2688UYA8H0zFm2tCpPJhOuuuw6zZ88Oue20005Dly5doKoqvvnmG5x99tkh93n33XexceNGLFu2DDt27MD111+PCy64ACNHjsS8efNQVFSE++67L+IcrFYrXn75ZXz33Xf45JNP8Omnn+KVV17B//zP/+D666+POG4iIiKijpYIn+0A4J133gEAXHjhhb7bhBDQdR1r1qzBbbfdFnZ8JpMJgwYNwhNPPBGy7/T0dAghcMMNN6CwsBCzZ8/G3LlzcfbZZ2Px4sURx0tEzcceWETUbhRFwZVXXom33nrL962UP5fLhcrKSgDA6tWrsWDBAjz00ENYuHAhRo4ciZKSkqgfUN566y307NkTzz//PP77v/8bkydP9jXRFEJgyJAhkCQJ3377re8x1dXVvuahADBo0CAUFRUhNzfX9+fAgQN47LHHAAAZGRn46U9/ilWrVqG+vj7g+Z1OJ5577jlUV1fDYrHglVdewcSJE/GXv/wFV199NcaPH48jR474xhPO1q1b8be//Q0jRozALbfcgldffRULFizA22+/3ZxDTERERNRhEuGz3c6dO3Hw4EHcfvvteOedd3x/1q5dizPOOCOkmbu/wYMH4/Dhw8jMzPTtOzs7Gw8//DAOHDiAQ4cO4bPPPsPjjz+O22+/HTNnzkRWVhbKysqizpuImocBLCJqVzfccAPy8/NxxRVX4IUXXsDBgwdRWlqKd999F/PmzUNBQQFGjRqFrl274quvvsK+fftQVFSEJ554AuvXr/c1xAyna9euOHLkCLZu3YojR45g7dq1vg8nLpcLffr0wYUXXogHHngAX3zxBfbv34+77roLdrvd11fhpptuwvvvv49nn30WRUVF2Lx5M37/+9/DarXCbDYDMJqFCiFw5ZVXYtOmTSgtLcX27dtx3XXX4ccff8Tvf/9733j279+Pb775BqWlpXjppZewatUq33jCMZlM+Nvf/obVq1ejtLQUO3bswOeff/7/27t/kNTCMI7jPymD5Cy5BA0RhEpDYUtBhAS2SEhu4VBBEEE4JFERmEZTuDYVgVNrf2hoOwhNTtG/oZZIGtKgwSGw6HgHQbh076Uu3Oupvh846+E5nOXh977v8/52aDwAAEA9ffbebm9vT4ZhaGJiQl6v96dncnJShUJB2Wz2l/WFw2G1tLRobm5O5+fnur6+1vz8vE5PT+XxeGo794+OjnR3d6eTkxPNzs7q+fn5j98N4H0cFaJgAP9YpVLRwcGBdnd3dXV1paenJ7W1tWlwcFDj4+Pq6OhQPp9XIpHQ2dmZmpub1dPTo2AwqGQyKdM0ZVmWgsGgdnZ2anMHyuWyUqmUTNPU6+urOjs7NTU1peXlZaVSKUUiEZVKJa2trck0TTU2Nioajerw8FBjY2OamZmRVD0GuLW1pZubG7ndbo2MjCgej9cCLEl6eHjQ5uamstmsisWi3G63+vr6FIvF1N7eLkl6fHxUIpFQLpdTQ0ODfD6fotGo4vF4rW6fz6d0Oq3R0dHau/f397W9va18Pi/DMDQ8PKzFxUUZhvEf/xIAAMD7fNbeTqrOHw2Hw28u2ZGqIdnQ0JC6u7u1srLypj5Jur291fr6unK5nBwOh/x+v5aWluT1eiVVj05ubGyoUCiotbVVoVBI9/f3KhaLtYVNAH+HAAvAl1Uul3V8fKyBgQG5XC5J0svLi/r7+5VMJhWJROpcIQAAAN6L3g743hjiDuDLampq0urqqgKBgKanp2VZljKZjJxOpwKBQL3LAwAAwAfQ2wHfGzuwAHxpl5eXSqfTuri4kGVZ6u3t1cLCgrq6uupdGgAAAD6I3g74vgiwAAAAAAAAYGvcQggAAAAAAABbI8ACAAAAAACArRFgAQAAAAAAwNYIsAAAAAAAAGBrBFgAAAAAAACwNQIsAAAAAAAA2NoPzb19FNqOKpAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x1080 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20,15))\n",
    "\n",
    "# 调整子图间距\n",
    "plt.subplots_adjust(hspace=0.3,wspace=0.3)\n",
    "\n",
    "ax1 = fig.add_subplot(221)\n",
    "sns.boxplot(x=train['OverallQual'],y=train['SalePrice'],ax=ax1)\n",
    "ax1.set_title('SalePrice vs OverallQual',size=15,y=1.02)\n",
    "ax1.set_xlabel('OverallQual',size=15)\n",
    "ax1.set_ylabel('SalePrice',size=15)\n",
    "ax1.tick_params(axis='both',labelsize=13)\n",
    "\n",
    "ax2 = fig.add_subplot(222)\n",
    "sns.scatterplot(x=train['GrLivArea'],y=train['SalePrice'],ax=ax2)\n",
    "sns.regplot(x=train['GrLivArea'],y=train['SalePrice'],ax=ax2)\n",
    "ax2.set_title('SalePrice vs GrLivArea',size=15,y=1.02)\n",
    "ax2.set_xlabel('GrLivArea',size=15)\n",
    "ax2.set_ylabel('SalePrice',size=15)\n",
    "ax2.tick_params(axis='both',labelsize=13)\n",
    "\n",
    "ax3 = fig.add_subplot(223)\n",
    "sns.boxplot(x=train['GarageCars'],y=train['SalePrice'],ax=ax3)\n",
    "ax3.set_title('SalePrice vs GarageCars',size=15,y=1.02)\n",
    "ax3.set_xlabel('GarageCars',size=15)\n",
    "ax3.set_ylabel('SalePrice',size=15)\n",
    "ax3.tick_params(axis='both',labelsize=13)\n",
    "\n",
    "ax4 = fig.add_subplot(224)\n",
    "sns.scatterplot(x=train['GarageArea'],y=train['SalePrice'],ax=ax4)\n",
    "sns.regplot(x=train['GarageArea'],y=train['SalePrice'],ax=ax4)\n",
    "ax4.set_title('SalePrice vs GarageArea',size=15,y=1.02)\n",
    "ax4.set_xlabel('GarageArea',size=15)\n",
    "ax4.set_ylabel('SalePrice',size=15)\n",
    "ax4.tick_params(axis='both',labelsize=13)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如图所示，随着特征值的增加，`SalePrice`大致呈现出上升的趋势，基本符合线性相关的情况。  \n",
    "从散点图中可以发现存在一些异常点，比如在`SalePrice vs GrLivArea`图中，靠近右下角的2个点不太符合线性增加的情况，可以考虑剔除。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 因变量分布情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看SalePrice的分布情况\n",
    "\n",
    "fig = plt.figure(figsize=(10,5))\n",
    "\n",
    "sns.distplot(train['SalePrice'],hist=True)\n",
    "plt.title('Distribution of SalePrice',size=15,y=1.02)\n",
    "plt.xlabel('SalePrice',size=15)\n",
    "plt.ylabel('Frequency',size=15)\n",
    "plt.tick_params(axis='both',labelsize=13)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "偏度:1.8828757597682129\n"
     ]
    }
   ],
   "source": [
    "print('偏度:' + str(train['SalePrice'].skew()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出，大部分房价集中在1万-3万，少部分房价可高达7,8万，并存在右偏情况，偏度为1.88。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# log变换\n",
    "train['SalePrice'] = np.log1p(train['SalePrice'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,5))\n",
    "\n",
    "sns.distplot(train['SalePrice'],hist=True)\n",
    "plt.title('Distribution of SalePrice',size=15,y=1.02)\n",
    "plt.xlabel('SalePrice',size=15)\n",
    "plt.tick_params(axis='both',labelsize=13)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "log变换后偏度:0.12134661989685333\n"
     ]
    }
   ],
   "source": [
    "print('log变换后偏度:' + str(train['SalePrice'].skew()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过上述简单的分析，可知：\n",
    "\n",
    "1. 原始目标变量带有一定程度的右偏，并不完全符合正态分布，经过log变化后，大致上近似正态分布，更加符合线性回归假设。\n",
    "2. 一些特征变量之间存在相关性，较强的相关性会影响线性回归模型的表现，可以考虑手动剔除，也可以交由模型处理。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = train['SalePrice'].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将两表连接共同处理，以免存在不匹配的地方\n",
    "\n",
    "data = pd.concat([train,test]).reset_index(drop=True)\n",
    "data.drop(['SalePrice'], axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2919, 79)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 特征处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.1 缺失值填补"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def miss(df):\n",
    "    '''\n",
    "    返回特征变量的缺失值个数，占比，数据类型\n",
    "    '''\n",
    "    missing = df.isnull().sum()\n",
    "    missing = missing[missing > 0]\n",
    "    missing.sort_values(ascending = False,inplace=True)\n",
    "    \n",
    "    per_miss = round(missing/len(df)*100,2)\n",
    "    \n",
    "    missing_data = pd.DataFrame({'个数':missing.values,'占比':per_miss,'数据类型':df[missing.index].dtypes})\n",
    "    print('有%d个特征变量存在缺失数据' % len(missing_data))\n",
    "    return missing_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "有34个特征变量存在缺失数据\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>个数</th>\n",
       "      <th>占比</th>\n",
       "      <th>数据类型</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>PoolQC</th>\n",
       "      <td>2909</td>\n",
       "      <td>99.66</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscFeature</th>\n",
       "      <td>2814</td>\n",
       "      <td>96.40</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alley</th>\n",
       "      <td>2721</td>\n",
       "      <td>93.22</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fence</th>\n",
       "      <td>2348</td>\n",
       "      <td>80.44</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FireplaceQu</th>\n",
       "      <td>1420</td>\n",
       "      <td>48.65</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotFrontage</th>\n",
       "      <td>486</td>\n",
       "      <td>16.65</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageQual</th>\n",
       "      <td>159</td>\n",
       "      <td>5.45</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCond</th>\n",
       "      <td>159</td>\n",
       "      <td>5.45</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageFinish</th>\n",
       "      <td>159</td>\n",
       "      <td>5.45</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <td>159</td>\n",
       "      <td>5.45</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageType</th>\n",
       "      <td>157</td>\n",
       "      <td>5.38</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtExposure</th>\n",
       "      <td>82</td>\n",
       "      <td>2.81</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtCond</th>\n",
       "      <td>82</td>\n",
       "      <td>2.81</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtQual</th>\n",
       "      <td>81</td>\n",
       "      <td>2.77</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <td>80</td>\n",
       "      <td>2.74</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <td>79</td>\n",
       "      <td>2.71</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrType</th>\n",
       "      <td>24</td>\n",
       "      <td>0.82</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrArea</th>\n",
       "      <td>23</td>\n",
       "      <td>0.79</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSZoning</th>\n",
       "      <td>4</td>\n",
       "      <td>0.14</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utilities</th>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Functional</th>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electrical</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageArea</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCars</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenQual</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleType</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                个数     占比     数据类型\n",
       "PoolQC        2909  99.66   object\n",
       "MiscFeature   2814  96.40   object\n",
       "Alley         2721  93.22   object\n",
       "Fence         2348  80.44   object\n",
       "FireplaceQu   1420  48.65   object\n",
       "LotFrontage    486  16.65  float64\n",
       "GarageQual     159   5.45   object\n",
       "GarageCond     159   5.45   object\n",
       "GarageFinish   159   5.45   object\n",
       "GarageYrBlt    159   5.45  float64\n",
       "GarageType     157   5.38   object\n",
       "BsmtExposure    82   2.81   object\n",
       "BsmtCond        82   2.81   object\n",
       "BsmtQual        81   2.77   object\n",
       "BsmtFinType2    80   2.74   object\n",
       "BsmtFinType1    79   2.71   object\n",
       "MasVnrType      24   0.82   object\n",
       "MasVnrArea      23   0.79  float64\n",
       "MSZoning         4   0.14   object\n",
       "BsmtFullBath     2   0.07  float64\n",
       "BsmtHalfBath     2   0.07  float64\n",
       "Utilities        2   0.07   object\n",
       "Functional       2   0.07   object\n",
       "Electrical       1   0.03   object\n",
       "BsmtUnfSF        1   0.03  float64\n",
       "Exterior1st      1   0.03   object\n",
       "Exterior2nd      1   0.03   object\n",
       "TotalBsmtSF      1   0.03  float64\n",
       "GarageArea       1   0.03  float64\n",
       "GarageCars       1   0.03  float64\n",
       "BsmtFinSF2       1   0.03  float64\n",
       "BsmtFinSF1       1   0.03  float64\n",
       "KitchenQual      1   0.03   object\n",
       "SaleType         1   0.03   object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "miss(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "部分特征的`NA`表示在该房屋中不存在，因此离散型变量可用None填充，数值变量用0填充"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "missing_cat_col = ['Alley','PoolQC','MiscFeature','Fence','FireplaceQu','GarageType','GarageFinish','GarageQual','GarageCond',\n",
    "                   'BsmtQual','BsmtCond','BsmtExposure','BsmtFinType1','BsmtFinType2','MasVnrType']\n",
    "\n",
    "for i in missing_cat_col:\n",
    "    data[i] = data[i].fillna('None')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "missing_num_col = ['BsmtFinSF1','BsmtFinSF2','BsmtUnfSF','TotalBsmtSF','BsmtFullBath', 'BsmtHalfBath', \n",
    "                    'GarageYrBlt','GarageArea','GarageCars','MasVnrArea']\n",
    "\n",
    "for i in missing_num_col:\n",
    "    data[i] = data[i].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "有9个特征变量存在缺失数据\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>个数</th>\n",
       "      <th>占比</th>\n",
       "      <th>数据类型</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>LotFrontage</th>\n",
       "      <td>486</td>\n",
       "      <td>16.65</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSZoning</th>\n",
       "      <td>4</td>\n",
       "      <td>0.14</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utilities</th>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Functional</th>\n",
       "      <td>2</td>\n",
       "      <td>0.07</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SaleType</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenQual</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior2nd</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Exterior1st</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electrical</th>\n",
       "      <td>1</td>\n",
       "      <td>0.03</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              个数     占比     数据类型\n",
       "LotFrontage  486  16.65  float64\n",
       "MSZoning       4   0.14   object\n",
       "Utilities      2   0.07   object\n",
       "Functional     2   0.07   object\n",
       "SaleType       1   0.03   object\n",
       "KitchenQual    1   0.03   object\n",
       "Exterior2nd    1   0.03   object\n",
       "Exterior1st    1   0.03   object\n",
       "Electrical     1   0.03   object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "miss(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到还有9个变量存在缺失数据，其中，LotFrontage表示房屋与所处街道的距离，Neighborhood表示房屋所在街道，故在此按照Neighborhood分组再填充。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对LotFrontage用中位数填充\n",
    "\n",
    "data['LotFrontage'] = data.groupby('Neighborhood')['LotFrontage'].transform(lambda x: x.fillna(x.mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 离散型变量用众数填充\n",
    "\n",
    "col = ['MSZoning','Utilities','Functional','SaleType','KitchenQual','Exterior2nd','Exterior1st','Electrical']\n",
    "\n",
    "for i in col:\n",
    "    data[i] = data[i].fillna(data[i].mode()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "有0个特征变量存在缺失数据\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>个数</th>\n",
       "      <th>占比</th>\n",
       "      <th>数据类型</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [个数, 占比, 数据类型]\n",
       "Index: []"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "miss(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 数据类型转换\n",
    "\n",
    "部分变量为类别变量，不过用数值表示，可将其进行转换。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "str_cols = ['MSSubClass','YrSold','MoSold','GarageYrBlt','YearRemodAdd','YearBuilt']\n",
    "\n",
    "for i in str_cols:\n",
    "    data[i] = data[i].astype(str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.3 创建新特征变量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "一些变量表示着相似的意义，可以考虑合并为新特征，减少特征维度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['TotalSF'] = data['TotalBsmtSF'] + data['1stFlrSF'] + data['2ndFlrSF']\n",
    "\n",
    "data['Total_Bathrooms'] = (data['FullBath']+(0.5*data['HalfBath'])+\n",
    "                          data['BsmtFullBath']+(0.5*data['BsmtHalfBath']))\n",
    "\n",
    "data['Total_porchSF'] = (data['OpenPorchSF']+data['3SsnPorch']+data['EnclosedPorch']+\n",
    "                         data['ScreenPorch']+data['WoodDeckSF'])\n",
    "\n",
    "data['BsmtfinSF'] = (data['BsmtFinSF1'] + data['BsmtFinSF2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2919, 83)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.4 偏度纠正"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def fix_skew(df):\n",
    "    '''\n",
    "    返回特征变量修正前和修正后的偏度\n",
    "    '''\n",
    "    num_feature = df.dtypes[df.dtypes != 'object'].index\n",
    "    \n",
    "    # 计算修正前的偏度\n",
    "    before_fix = df[num_feature].apply(lambda x:skew(x))\n",
    "    \n",
    "    # boxcox变换修正偏度\n",
    "    for i in before_fix.index:\n",
    "        df[i] = boxcox1p(df[i],boxcox_normmax(df[i]+1))\n",
    "    \n",
    "    # 计算修正后的偏度\n",
    "    after_fix = df[num_feature].apply(lambda x:skew(x))\n",
    "    \n",
    "    dataframe = pd.DataFrame({'修正前':before_fix,'修正后':after_fix})   \n",
    "    return dataframe.sort_values('修正后',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>修正前</th>\n",
       "      <th>修正后</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>PoolArea</th>\n",
       "      <td>16.898328</td>\n",
       "      <td>14.985994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3SsnPorch</th>\n",
       "      <td>11.376065</td>\n",
       "      <td>8.865144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <td>12.088761</td>\n",
       "      <td>8.495602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscVal</th>\n",
       "      <td>21.947195</td>\n",
       "      <td>5.239894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <td>3.931594</td>\n",
       "      <td>3.780960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <td>4.302254</td>\n",
       "      <td>3.779896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ScreenPorch</th>\n",
       "      <td>3.946694</td>\n",
       "      <td>3.153911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <td>4.146143</td>\n",
       "      <td>2.579467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <td>4.003891</td>\n",
       "      <td>2.150157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrArea</th>\n",
       "      <td>2.613592</td>\n",
       "      <td>0.976354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <td>0.861675</td>\n",
       "      <td>0.894536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <td>1.842433</td>\n",
       "      <td>0.784768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HalfBath</th>\n",
       "      <td>0.694566</td>\n",
       "      <td>0.730771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <td>2.535114</td>\n",
       "      <td>0.621025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <td>0.624832</td>\n",
       "      <td>0.618419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fireplaces</th>\n",
       "      <td>0.733495</td>\n",
       "      <td>0.554522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtfinSF</th>\n",
       "      <td>1.178646</td>\n",
       "      <td>0.401213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallCond</th>\n",
       "      <td>0.570312</td>\n",
       "      <td>0.383001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <td>1.425230</td>\n",
       "      <td>0.374701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <td>1.156894</td>\n",
       "      <td>0.369662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageArea</th>\n",
       "      <td>0.239257</td>\n",
       "      <td>0.204493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total_porchSF</th>\n",
       "      <td>1.376649</td>\n",
       "      <td>0.186593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total_Bathrooms</th>\n",
       "      <td>0.492247</td>\n",
       "      <td>0.121132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FullBath</th>\n",
       "      <td>0.167606</td>\n",
       "      <td>0.103433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OverallQual</th>\n",
       "      <td>0.197110</td>\n",
       "      <td>0.061455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <td>0.919339</td>\n",
       "      <td>0.054203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <td>0.758367</td>\n",
       "      <td>0.047226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <td>0.326324</td>\n",
       "      <td>0.035924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotFrontage</th>\n",
       "      <td>1.460429</td>\n",
       "      <td>0.027084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalSF</th>\n",
       "      <td>1.511479</td>\n",
       "      <td>0.011894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GrLivArea</th>\n",
       "      <td>1.269358</td>\n",
       "      <td>0.004848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1stFlrSF</th>\n",
       "      <td>1.469604</td>\n",
       "      <td>-0.011611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCars</th>\n",
       "      <td>-0.219581</td>\n",
       "      <td>-0.050005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotArea</th>\n",
       "      <td>12.822431</td>\n",
       "      <td>-0.135401</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       修正前        修正后\n",
       "PoolArea         16.898328  14.985994\n",
       "3SsnPorch        11.376065   8.865144\n",
       "LowQualFinSF     12.088761   8.495602\n",
       "MiscVal          21.947195   5.239894\n",
       "BsmtHalfBath      3.931594   3.780960\n",
       "KitchenAbvGr      4.302254   3.779896\n",
       "ScreenPorch       3.946694   3.153911\n",
       "BsmtFinSF2        4.146143   2.579467\n",
       "EnclosedPorch     4.003891   2.150157\n",
       "MasVnrArea        2.613592   0.976354\n",
       "2ndFlrSF          0.861675   0.894536\n",
       "WoodDeckSF        1.842433   0.784768\n",
       "HalfBath          0.694566   0.730771\n",
       "OpenPorchSF       2.535114   0.621025\n",
       "BsmtFullBath      0.624832   0.618419\n",
       "Fireplaces        0.733495   0.554522\n",
       "BsmtfinSF         1.178646   0.401213\n",
       "OverallCond       0.570312   0.383001\n",
       "BsmtFinSF1        1.425230   0.374701\n",
       "TotalBsmtSF       1.156894   0.369662\n",
       "GarageArea        0.239257   0.204493\n",
       "Total_porchSF     1.376649   0.186593\n",
       "Total_Bathrooms   0.492247   0.121132\n",
       "FullBath          0.167606   0.103433\n",
       "OverallQual       0.197110   0.061455\n",
       "BsmtUnfSF         0.919339   0.054203\n",
       "TotRmsAbvGrd      0.758367   0.047226\n",
       "BedroomAbvGr      0.326324   0.035924\n",
       "LotFrontage       1.460429   0.027084\n",
       "TotalSF           1.511479   0.011894\n",
       "GrLivArea         1.269358   0.004848\n",
       "1stFlrSF          1.469604  -0.011611\n",
       "GarageCars       -0.219581  -0.050005\n",
       "LotArea          12.822431  -0.135401"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fix_skew(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 去除冗余特征\n",
    "\n",
    "newdata = data.drop(['TotalBsmtSF','1stFlrSF','2ndFlrSF','FullBath','HalfBath','BsmtFullBath','BsmtHalfBath',\n",
    "                 'OpenPorchSF','3SsnPorch','EnclosedPorch','ScreenPorch','WoodDeckSF','BsmtFinSF2',\n",
    "                 'BsmtFinSF1','PoolArea'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2919, 68)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdata.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.5 类别型变量的处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>变量</th>\n",
       "      <th>个数</th>\n",
       "      <th>占比</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Utilities</td>\n",
       "      <td>2918</td>\n",
       "      <td>99.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>PoolQC</td>\n",
       "      <td>2909</td>\n",
       "      <td>99.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Street</td>\n",
       "      <td>2907</td>\n",
       "      <td>99.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Condition2</td>\n",
       "      <td>2889</td>\n",
       "      <td>98.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>RoofMatl</td>\n",
       "      <td>2876</td>\n",
       "      <td>98.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Heating</td>\n",
       "      <td>2874</td>\n",
       "      <td>98.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>MiscFeature</td>\n",
       "      <td>2814</td>\n",
       "      <td>96.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>LandSlope</td>\n",
       "      <td>2778</td>\n",
       "      <td>95.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CentralAir</td>\n",
       "      <td>2723</td>\n",
       "      <td>93.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alley</td>\n",
       "      <td>2721</td>\n",
       "      <td>93.22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             变量    个数     占比\n",
       "45    Utilities  2918  99.97\n",
       "39       PoolQC  2909  99.66\n",
       "44       Street  2907  99.59\n",
       "9    Condition2  2889  98.97\n",
       "40     RoofMatl  2876  98.53\n",
       "24      Heating  2874  98.46\n",
       "35  MiscFeature  2814  96.40\n",
       "29    LandSlope  2778  95.17\n",
       "7    CentralAir  2723  93.29\n",
       "0         Alley  2721  93.22"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看类别变量的分布情况\n",
    "\n",
    "cat_feature = newdata.dtypes[newdata.dtypes == 'object'].index\n",
    "counts = []\n",
    "percentage = []\n",
    "\n",
    "for i in cat_feature:\n",
    "    count = newdata[i].value_counts()[0]          # 取众数出现的次数\n",
    "    percen = round(count/len(newdata)*100,2)      # 计算众数所占比重\n",
    "    counts.append(count)\n",
    "    percentage.append(percen)\n",
    "    \n",
    "df = pd.DataFrame({'变量':cat_feature,'个数':counts,'占比':percentage})\n",
    "df.sort_values('个数',ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Utilities`，`PoolQC`，`Street`三个特征值的取值过于单一，占比高于99%，预计对后续预测任务作用不大，在此将其剔除。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2919, 65)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdata_1 = newdata.drop(['Utilities', 'Street', 'PoolQC'],axis=1)\n",
    "newdata_1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# labelencoder编码\n",
    "\n",
    "label_features = ['YearRemodAdd','GarageYrBlt','YearBuilt']\n",
    "\n",
    "for i in label_features:\n",
    "    newdata_1[i] = LabelEncoder().fit_transform(newdata_1[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2919, 313)\n"
     ]
    }
   ],
   "source": [
    "# 哑变量编码\n",
    "\n",
    "final_data = pd.get_dummies(newdata_1).reset_index(drop=True)\n",
    "print(final_data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x (1460, 313) x_test (1459, 313)\n"
     ]
    }
   ],
   "source": [
    "# 重新拆分训练集和测试集\n",
    "\n",
    "x = final_data.iloc[:1460,:]\n",
    "x_test = final_data.iloc[1460:,:]\n",
    "print('x', x.shape,'x_test', x_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.6 异常值检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 3sigma异常值检测\n",
    "\n",
    "def three_sigma(x,y,c='red',plot=True):\n",
    "    '''\n",
    "    返回异常值索引\n",
    "    '''\n",
    "    high = x.mean() + 3*x.std()\n",
    "    low = x.mean() - 3*x.std()\n",
    "    out_ind = x[(x>high)|(x<low)].index\n",
    "    \n",
    "    if plot:\n",
    "        plt.figure(figsize=(10, 8))\n",
    "        plt.scatter(x=x, y=y)\n",
    "    \n",
    "        # 在图中标注出异常点\n",
    "        for i in range(len(out_ind)):\n",
    "            plt.plot(x[out_ind[i]],y[out_ind[i]],'*',color=c,markersize=15)\n",
    "    \n",
    "    return out_ind"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([29, 523, 533, 691, 916, 1100, 1182, 1298], dtype='int64')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "three_sigma(x['GrLivArea'],y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({1298: 7, 635: 4, 533: 4, 53: 3, 634: 3, 1350: 3, 523: 3, 691: 3, 1100: 3, 1182: 3, 144: 2, 330: 2, 570: 2, 843: 2, 897: 2, 1163: 2, 1061: 2, 1190: 2, 420: 2, 916: 2, 17: 2, 676: 2, 705: 2, 921: 2, 1230: 2, 249: 2, 313: 2, 335: 2, 197: 2, 51: 2, 88: 2, 589: 2, 250: 2, 1328: 2, 375: 2, 189: 1, 291: 1, 1213: 1, 1270: 1, 166: 1, 309: 1, 605: 1, 642: 1, 178: 1, 581: 1, 664: 1, 825: 1, 747: 1, 1340: 1, 29: 1, 8: 1, 9: 1, 39: 1, 48: 1, 74: 1, 78: 1, 93: 1, 102: 1, 137: 1, 165: 1, 188: 1, 246: 1, 342: 1, 441: 1, 454: 1, 488: 1, 505: 1, 520: 1, 529: 1, 637: 1, 703: 1, 728: 1, 736: 1, 778: 1, 809: 1, 886: 1, 894: 1, 910: 1, 913: 1, 940: 1, 942: 1, 943: 1, 954: 1, 955: 1, 984: 1, 1003: 1, 1011: 1, 1030: 1, 1062: 1, 1090: 1, 1186: 1, 1216: 1, 1232: 1, 1266: 1, 1275: 1, 1283: 1, 1292: 1, 1336: 1, 1391: 1, 1393: 1, 1412: 1, 1416: 1, 1450: 1, 75: 1, 225: 1, 232: 1, 235: 1, 363: 1, 384: 1, 430: 1, 451: 1, 457: 1, 489: 1, 614: 1, 655: 1, 661: 1, 706: 1, 769: 1, 837: 1, 848: 1, 956: 1, 1029: 1, 1038: 1, 1039: 1, 1219: 1, 1291: 1, 1396: 1, 1449: 1, 231: 1, 909: 1, 934: 1, 1107: 1, 1127: 1, 1211: 1, 1337: 1, 125: 1, 170: 1, 185: 1, 187: 1, 198: 1, 263: 1, 267: 1, 406: 1, 729: 1, 829: 1, 831: 1, 868: 1, 873: 1, 883: 1, 945: 1, 1009: 1, 1031: 1, 1173: 1, 1349: 1, 1364: 1, 1440: 1, 70: 1, 115: 1, 297: 1, 808: 1, 1169: 1, 5: 1, 7: 1, 16: 1, 84: 1, 95: 1, 98: 1, 99: 1, 106: 1, 214: 1, 338: 1, 346: 1, 392: 1, 439: 1, 499: 1, 502: 1, 510: 1, 539: 1, 611: 1, 626: 1, 725: 1, 733: 1, 760: 1, 766: 1, 767: 1, 786: 1, 794: 1, 800: 1, 813: 1, 867: 1, 878: 1, 890: 1, 912: 1, 953: 1, 1076: 1, 1083: 1, 1171: 1, 1210: 1, 1252: 1, 1386: 1, 1457: 1, 378: 1, 398: 1, 636: 1, 496: 1, 532: 1, 1035: 1, 1321: 1, 738: 1, 440: 1})\n"
     ]
    }
   ],
   "source": [
    "out_cols = newdata_1.dtypes[newdata_1.dtypes != 'object'].index\n",
    "outliers = []\n",
    "\n",
    "for i in out_cols:\n",
    "    outlier = three_sigma(x[i],y,plot=False) \n",
    "    outliers.extend(outlier)\n",
    "\n",
    "# 用Counter进行频数统计，返回一个dict\n",
    "out_dict = Counter(outliers)\n",
    "print(out_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[53, 634, 635, 1350, 1298, 523, 533, 691, 1100, 1182]\n",
      "10\n"
     ]
    }
   ],
   "source": [
    "out_list = []\n",
    "\n",
    "for key,value in out_dict.items():\n",
    "    if value>=3:\n",
    "        out_list.append(key)\n",
    "        \n",
    "print(out_list)\n",
    "print(len(out_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1450, 313) (1450,)\n"
     ]
    }
   ],
   "source": [
    "# 去掉异常值\n",
    "\n",
    "x_ = x.drop(x.index[out_list])\n",
    "x_.reset_index(drop=True,inplace=True)\n",
    "y_ = y.drop(y.index[out_list]).reset_index(drop=True)\n",
    "print(x_.shape,y_.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检查是否存在重复值\n",
    "x_.duplicated().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "线性回归需要对特征变量做归一化，常用的有`MaxMinScaler`，`StandardScaler`，不过这二者容易受异常值影响，而`RobustScaler`的鲁棒性会稍好一些。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = RobustScaler()\n",
    "\n",
    "x_scaler = scaler.fit_transform(x_)\n",
    "x_test_scaler = scaler.transform(x_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. 建模预测\n",
    "\n",
    "先定义2个函数，`rmse_cv`用于输出交叉验证评分，`params_score`用来输出后续网格搜索过程中不同参数组合的对应评分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "kfolds = KFold(n_splits=10,shuffle=True,random_state=42)\n",
    "\n",
    "def rmse_cv(model,x,y=y_):\n",
    "    '''\n",
    "    返回交叉验证评分\n",
    "    '''\n",
    "    score = np.sqrt(-cross_val_score(model,x,y=y_,scoring='neg_mean_squared_error',cv=kfolds))\n",
    "    return print('交叉验证分数:' + str(score.mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def params_score(gs_CV):\n",
    "    '''\n",
    "    返回最佳参数组合及对应的评分\n",
    "    '''\n",
    "    print(\"当前最佳参数及得分：\\n{} {}\".format(gs_CV.best_params_,np.sqrt(-gs_CV.best_score_)))\n",
    "    print('各参数对应得分：')\n",
    "    for p,s in zip(gs_CV.cv_results_['params'],gs_CV.cv_results_['mean_test_score']):\n",
    "        print(p,np.sqrt(-s))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1 Lasso"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "当前最佳参数及得分：\n",
      "{'alpha': 0.0004} 0.10836168554008571\n",
      "各参数对应得分：\n",
      "{'alpha': 0.00038} 0.10836347300888452\n",
      "{'alpha': 0.0004} 0.10836168554008571\n",
      "{'alpha': 0.00042} 0.10837552176808345\n",
      "{'alpha': 0.00045} 0.1084117772243848\n",
      "{'alpha': 0.0005} 0.108490125933\n"
     ]
    }
   ],
   "source": [
    "# Lasso回归\n",
    "\n",
    "# param_grid = {'alpha':[0.00038,0.0004,0.00042,0.00045,0.0005]}\n",
    "\n",
    "# lasso = Lasso(random_state=42)\n",
    "\n",
    "# gs = GridSearchCV(lasso,param_grid=param_grid,scoring='neg_mean_squared_error',cv=kfolds)\n",
    "# gs = gs.fit(x_scaler,y_)\n",
    "\n",
    "# params_score(gs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交叉验证分数:0.10739795817533579\n"
     ]
    }
   ],
   "source": [
    "# Lasso回归\n",
    "lasso = Lasso(alpha=0.0004,random_state=42)\n",
    "rmse_cv(lasso,x_scaler)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2 Ridge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交叉验证分数:0.10939620519881763\n"
     ]
    }
   ],
   "source": [
    "# 岭回归\n",
    "ridge = Ridge(alpha=12.5,random_state=42)\n",
    "rmse_cv(ridge,x_scaler)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.3 弹性网"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交叉验证分数:0.10740564734189786\n"
     ]
    }
   ],
   "source": [
    "# 弹性网\n",
    "EN = ElasticNet(alpha=0.00045,l1_ratio=0.85,random_state=42)\n",
    "rmse_cv(EN,x_scaler)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.4 SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交叉验证分数:0.1071186191231552\n"
     ]
    }
   ],
   "source": [
    "svr = SVR(C=2,epsilon=0.05,gamma=0.0042)\n",
    "rmse_cv(svr,x_scaler)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.5 GBDT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交叉验证分数:0.11271234103073377\n"
     ]
    }
   ],
   "source": [
    "gbr = GradientBoostingRegressor(n_estimators=1500,\n",
    "                                learning_rate=0.05,\n",
    "                                min_samples_split=5,\n",
    "                                min_samples_leaf=2,\n",
    "                                max_depth=3,\n",
    "                                loss='huber',\n",
    "                                max_features='sqrt',\n",
    "                                random_state=42)\n",
    "\n",
    "rmse_cv(gbr,x_scaler)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.6 XGB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交叉验证分数:0.11013650109666258\n"
     ]
    }
   ],
   "source": [
    "xgb = XGBRegressor(booster='gbtree',\n",
    "                   n_estimators=1200,\n",
    "                   max_depth=3,\n",
    "                   learning_rate=0.03,\n",
    "                   reg_lambda=0.4,\n",
    "                   gamma=0,\n",
    "                   subsample=0.9,\n",
    "                   colsample_bytree=0.5,\n",
    "                   min_child_weight=6\n",
    "                  )\n",
    "\n",
    "rmse_cv(xgb,x_scaler)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过交叉验证，发现SVM的表现最好，提交后在测试集上得分为`0.11761`，后续通过模型融合来进一步提升模型表现。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交叉验证分数:0.10504431208185602\n"
     ]
    }
   ],
   "source": [
    "# stacking\n",
    "\n",
    "stack = StackingCVRegressor(regressors=(lasso,ridge,EN,svr,gbr,xgb),random_state=42,\n",
    "                           meta_regressor=lasso)\n",
    "rmse_cv(stack,x_scaler)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模型拟合\n",
    "\n",
    "final_lasso = lasso.fit(x_scaler,y_) # 0.107397\n",
    "final_ridge = ridge.fit(x_scaler,y_) # 0.109396\n",
    "final_EN = EN.fit(x_scaler,y_) # 0.107405\n",
    "final_svr = svr.fit(x_scaler,y_) # 0.107112\n",
    "final_gbr = gbr.fit(x_scaler,y_) # 0.112712\n",
    "final_xgb = xgb.fit(x_scaler,y_) # 0.110136\n",
    "final_stack = stack.fit(x_scaler,y_) # 0.1050443"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 线性融合,自定义权重系数\n",
    "\n",
    "def blend_model_predict(dataset):\n",
    "    return (\n",
    "            (0.1 * final_lasso.predict(dataset))+\n",
    "            (0.05 * final_ridge.predict(dataset))+\n",
    "            (0.1 * final_EN.predict(dataset))+\n",
    "            (0.2 * final_svr.predict(dataset))+\n",
    "            (0.05 * final_gbr.predict(dataset))+\n",
    "            (0.05 * final_xgb.predict(dataset))+\n",
    "            (0.45 * final_stack.predict(dataset))\n",
    "           )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.7  最后预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模型预测\n",
    "\n",
    "sub_pred_l = np.expm1(blend_model_predict(x_test_scaler))\n",
    "sub = pd.DataFrame({'Id':test_id,'SalePrice':sub_pred_l})\n",
    "sub.to_csv('price.csv',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "最终模型得分为0.11641，虽然整个模型相比起SVM只提升了0.001左右，不过在排名上倒是前进了100来位。"
   ]
  }
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